From 1fb1e76be2e183c417cfacf973a397c00942826a Mon Sep 17 00:00:00 2001
From: Chetan Kandya <chetan.kandya@lntinfotech.com>
Date: Tue, 3 Jan 2023 00:48:56 +0100
Subject: [PATCH] Updated the baseline and completed error analysis
---
Error_Analysis.ipynb | 2550 ++++++++++++++++++++++++++++++++++++++++
Project-Baseline.ipynb | 425 -------
Project_Baseline.ipynb | 899 ++++++++++++++
README.md | 98 +-
4 files changed, 3458 insertions(+), 514 deletions(-)
create mode 100644 Error_Analysis.ipynb
delete mode 100644 Project-Baseline.ipynb
create mode 100644 Project_Baseline.ipynb
diff --git a/Error_Analysis.ipynb b/Error_Analysis.ipynb
new file mode 100644
index 0000000..e37223a
--- /dev/null
+++ b/Error_Analysis.ipynb
@@ -0,0 +1,2550 @@
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+ "model_module": "@jupyter-widgets/controls",
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+ }
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "pW-O_maz38bX",
+ "outputId": "f6503f73-b6f5-4375-8839-a8bd06cb9cb5"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Mounted at /content/drive\n",
+ "/content/drive/MyDrive/TDDE16-Project\n"
+ ]
+ }
+ ],
+ "source": [
+ "from google.colab import drive\n",
+ "drive.mount('/content/drive')\n",
+ "\n",
+ "# change this to the path in google drive where the files are located\n",
+ "%cd /content/drive/MyDrive/TDDE16-Project"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#!pip install transformers\n",
+ "import re\n",
+ "import torch\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "from tqdm.auto import tqdm\n",
+ "import matplotlib.pyplot as plt\n",
+ "from torch.utils.data import Dataset, DataLoader\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+ "from sklearn.metrics import ConfusionMatrixDisplay, classification_report\n",
+ "from transformers import RobertaForSequenceClassification, RobertaTokenizer\n",
+ "from transformers import BertTokenizer, BertForSequenceClassification, get_scheduler"
+ ],
+ "metadata": {
+ "id": "IrEFoCyZ4PXg"
+ },
+ "execution_count": 25,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pd.set_option('display.max_colwidth', 200)\n",
+ "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
+ "print(device)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "7nZDAmNb4Vj5",
+ "outputId": "3b09ff69-7470-4fb7-b153-61ab8ccc522a"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "cuda\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "DATA_PATH = 'IMDB Dataset.csv'\n",
+ "BERT_MODEL = 'bert-base-uncased'\n",
+ "ROBERTA_MODEL = 'roberta-large'\n",
+ "SAVED_BERT_MODEL = '/content/drive/MyDrive/TDDE16-Project/BERT model/pytorch_model.bin'\n",
+ "SAVED_ROBERTA_MODEL = '/content/drive/MyDrive/TDDE16-Project/Roberta model/pytorch_model.bin'\n",
+ "\n",
+ "# Configuration for the BERT and RoBERTa model\n",
+ "MAX_LEN = 512\n",
+ "BATCH_SIZE = 8\n",
+ "NUM_CLASSES = 2\n",
+ "LEARNING_RATE = 2e-5\n",
+ "NUM_EPOCHS= 5"
+ ],
+ "metadata": {
+ "id": "j1bYDyyA4cuG"
+ },
+ "execution_count": 34,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Cleaning the data\n",
+ "df = (pd.read_csv(DATA_PATH).drop_duplicates())\n",
+ "print(f'Numbers of samples: {len(df)}')\n",
+ "df.head()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 223
+ },
+ "id": "mPr4Fi3F4ZLp",
+ "outputId": "21f77369-bc68-4d89-933f-da9e2db42b07"
+ },
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Numbers of samples: 49582\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " review \\\n",
+ "0 One of the other reviewers has mentioned that after watching just 1 Oz episode you'll be hooked. They are right, as this is exactly what happened with me.<br /><br />The first thing that struck me... \n",
+ "1 A wonderful little production. <br /><br />The filming technique is very unassuming- very old-time-BBC fashion and gives a comforting, and sometimes discomforting, sense of realism to the entire p... \n",
+ "2 I thought this was a wonderful way to spend time on a too hot summer weekend, sitting in the air conditioned theater and watching a light-hearted comedy. The plot is simplistic, but the dialogue i... \n",
+ "3 Basically there's a family where a little boy (Jake) thinks there's a zombie in his closet & his parents are fighting all the time.<br /><br />This movie is slower than a soap opera... and suddenl... \n",
+ "4 Petter Mattei's \"Love in the Time of Money\" is a visually stunning film to watch. Mr. Mattei offers us a vivid portrait about human relations. This is a movie that seems to be telling us what mone... \n",
+ "\n",
+ " sentiment \n",
+ "0 positive \n",
+ "1 positive \n",
+ "2 positive \n",
+ "3 negative \n",
+ "4 positive "
+ ],
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+ " <td>One of the other reviewers has mentioned that after watching just 1 Oz episode you'll be hooked. They are right, as this is exactly what happened with me.<br /><br />The first thing that struck me...</td>\n",
+ " <td>positive</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>A wonderful little production. <br /><br />The filming technique is very unassuming- very old-time-BBC fashion and gives a comforting, and sometimes discomforting, sense of realism to the entire p...</td>\n",
+ " <td>positive</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>I thought this was a wonderful way to spend time on a too hot summer weekend, sitting in the air conditioned theater and watching a light-hearted comedy. The plot is simplistic, but the dialogue i...</td>\n",
+ " <td>positive</td>\n",
+ " </tr>\n",
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+ " <th>3</th>\n",
+ " <td>Basically there's a family where a little boy (Jake) thinks there's a zombie in his closet & his parents are fighting all the time.<br /><br />This movie is slower than a soap opera... and suddenl...</td>\n",
+ " <td>negative</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Petter Mattei's \"Love in the Time of Money\" is a visually stunning film to watch. Mr. Mattei offers us a vivid portrait about human relations. This is a movie that seems to be telling us what mone...</td>\n",
+ " <td>positive</td>\n",
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+ " const element = document.querySelector('#df-1b151c20-5bc9-4e0a-8164-57c4835003b2');\n",
+ " const dataTable =\n",
+ " await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+ " [key], {});\n",
+ " if (!dataTable) return;\n",
+ "\n",
+ " const docLinkHtml = 'Like what you see? Visit the ' +\n",
+ " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+ " + ' to learn more about interactive tables.';\n",
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+ {
+ "cell_type": "code",
+ "source": [
+ "# Converting the target valur to integers\n",
+ "df['sentiment'] = df['sentiment'].apply(lambda x: 0 if x == \"negative\" else 1)\n",
+ "print(df['sentiment'].value_counts())"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "SjCXTKCm5vRa",
+ "outputId": "0ee73873-1cf6-4faa-8c6e-42cfe9267cc1"
+ },
+ "execution_count": 6,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "1 24884\n",
+ "0 24698\n",
+ "Name: sentiment, dtype: int64\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Identifyting the top 10 terms with lowest idf value for both positive and nevative reviews."
+ ],
+ "metadata": {
+ "id": "I-I6Sw2JAlM7"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import spacy\n",
+ "nlp = spacy.load('en_core_web_sm', disable = ['ner', 'textcat'])\n",
+ "\n",
+ "def preprocess(text):\n",
+ " return [token.lemma_ for token in nlp(text) if not token.is_stop and token.is_alpha]"
+ ],
+ "metadata": {
+ "id": "0cRRePaS4jO7"
+ },
+ "execution_count": 7,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Seperating the positive and negative reviews\n",
+ "positive_reviews = df[df['sentiment']==1]\n",
+ "negative_reviews = df[df['sentiment']==0]\n",
+ "\n",
+ "print(f'positive_reviews count: {positive_reviews.count()}, negative_reviews count: {negative_reviews.count()}')"
+ ],
+ "metadata": {
+ "id": "d92TDkYF5nYo",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "6346d3c7-128c-470d-d69e-dcb503e5c9de"
+ },
+ "execution_count": 8,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "positive_reviews count: review 24884\n",
+ "sentiment 24884\n",
+ "dtype: int64, negative_reviews count: review 24698\n",
+ "sentiment 24698\n",
+ "dtype: int64\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Finding the top 10 terms in positive sentiment movie reviews"
+ ],
+ "metadata": {
+ "id": "PHkJTgtmPvlm"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "X = np.zeros((len(positive_reviews), 1))\n",
+ "vectorizer = TfidfVectorizer(tokenizer = preprocess)\n",
+ "X = vectorizer.fit_transform(positive_reviews['review'])\n",
+ "\n",
+ "postive_vocab = pd.DataFrame((zip(vectorizer.get_feature_names_out(), vectorizer.idf_)), columns = ['term', 'idf'])\n",
+ "postive_vocab.sort_values(by = ['idf', 'term'], inplace=True, ascending=True)\n",
+ "\n",
+ "print(postive_vocab[:10])\n",
+ "print(postive_vocab[-10:])"
+ ],
+ "metadata": {
+ "id": "z7mEeN0n4tlH",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "2796647f-ecc9-4049-d2a1-4a056dd0cfae"
+ },
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " term idf\n",
+ "18955 film 1.515256\n",
+ "35805 movie 1.521464\n",
+ "21965 good 1.676134\n",
+ "31168 like 1.787076\n",
+ "53912 time 1.913983\n",
+ "22377 great 2.019822\n",
+ "47344 see 2.027091\n",
+ "51163 story 2.075847\n",
+ "58526 watch 2.103204\n",
+ "8775 character 2.115021\n",
+ " term idf\n",
+ "60672 ð 10.428873\n",
+ "60675 örnek 10.428873\n",
+ "60676 özdemir 10.428873\n",
+ "60677 østbye 10.428873\n",
+ "60679 übermensch 10.428873\n",
+ "60680 ünel 10.428873\n",
+ "60681 ünfaithful 10.428873\n",
+ "60682 ý 10.428873\n",
+ "60683 ýs 10.428873\n",
+ "60684 þór 10.428873\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Finding the top 10 terms in negative sentiment movie reviews"
+ ],
+ "metadata": {
+ "id": "AGrc2uOGPxOM"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "Y = np.zeros((len(positive_reviews), 1))\n",
+ "vectorizer = TfidfVectorizer(tokenizer = preprocess)\n",
+ "Y = vectorizer.fit_transform(negative_reviews['review'])\n",
+ "\n",
+ "negative_vocab = pd.DataFrame((zip(vectorizer.get_feature_names_out(), vectorizer.idf_)), columns = ['term', 'idf'])\n",
+ "negative_vocab.sort_values(by = ['idf', 'term'], inplace=True, ascending=True)\n",
+ "\n",
+ "print(negative_vocab[:10])\n",
+ "print(negative_vocab[-10:])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "1uepTVnf-GCs",
+ "outputId": "3c61b6cb-04d6-466f-c95f-2a8bf434ad03"
+ },
+ "execution_count": 10,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " term idf\n",
+ "33906 movie 1.363075\n",
+ "18124 film 1.543989\n",
+ "29475 like 1.646208\n",
+ "3476 bad 1.767813\n",
+ "20928 good 1.804423\n",
+ "51306 time 1.930830\n",
+ "55725 watch 1.956524\n",
+ "44950 see 2.092799\n",
+ "51025 think 2.105927\n",
+ "8267 character 2.123827\n",
+ " term idf\n",
+ "57867 önsjön 10.421371\n",
+ "57868 ø 10.421371\n",
+ "57869 úber 10.421371\n",
+ "57871 übermenschlich 10.421371\n",
+ "57872 überwoman 10.421371\n",
+ "57873 üvegtigris 10.421371\n",
+ "57874 üzümcü 10.421371\n",
+ "57875 þorleifsson 10.421371\n",
+ "57876 יגאל 10.421371\n",
+ "57877 כרמון 10.421371\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Summary:\n",
+ "\n",
+ "After looking at the top 10 terms from both postive and negative movie reviews, it can be noticeed that there are some words specific to the movies, such as, 'movie', 'film', 'character', 'scene', 'story', etc. These words can be treated as stop words. \n",
+ "\n",
+ "The model can perform a little bit better if stop words related to movie industry can be identfied and removed before training the model."
+ ],
+ "metadata": {
+ "id": "VV4xzZmDP35i"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Compariing the performance of BERT and RoBERa"
+ ],
+ "metadata": {
+ "id": "MErtKRW-YY1t"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Test function\n",
+ "def test(model, dataloader, device):\n",
+ " y_preds = []\n",
+ " y_true = []\n",
+ "\n",
+ " model.eval()\n",
+ " with torch.no_grad():\n",
+ " for batch in dataloader:\n",
+ "\n",
+ " batch = {k:v.to(device) for k, v in batch.items()}\n",
+ " outputs = model(**batch)\n",
+ " \n",
+ " y_preds.extend( torch.argmax(outputs.logits, dim=1) )\n",
+ " y_true.extend( batch['labels'])\n",
+ " \n",
+ " return y_preds, y_true"
+ ],
+ "metadata": {
+ "id": "o-BO4oQVZwz8"
+ },
+ "execution_count": 11,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Function to Removes html tags and extra whitespaces.\n",
+ "def clean_text(text):\n",
+ " text = \" \".join(text.split())\n",
+ " text = re.sub(r'<.*?>', '', text)\n",
+ " return text"
+ ],
+ "metadata": {
+ "id": "6SaimW9EaG9C"
+ },
+ "execution_count": 12,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Class for creating dataset\n",
+ "# To be passed as an argument to the Dataloader\n",
+ "class CreateDataset(Dataset):\n",
+ " def __init__(self, review, target, tokenizer, max_len, clean_text=None):\n",
+ " self.clean_text = clean_text\n",
+ " self.review = review\n",
+ " self.target = target\n",
+ " self.tokenizer = tokenizer\n",
+ " self.max_len = max_len\n",
+ "\n",
+ " def __len__(self):\n",
+ " return len(self.review)\n",
+ "\n",
+ " def __getitem__(self, idx):\n",
+ " y = torch.tensor(self.target[idx], dtype=torch.long)\n",
+ " X = str(self.review[idx])\n",
+ " if self.clean_text:\n",
+ " X = self.clean_text(X)\n",
+ " \n",
+ " encoded_X = self.tokenizer(\n",
+ " X, \n",
+ " return_tensors = 'pt', \n",
+ " max_length = self.max_len, \n",
+ " truncation=True,\n",
+ " padding = 'max_length'\n",
+ " )\n",
+ "\n",
+ " return {'input_ids': encoded_X['input_ids'].squeeze(),\n",
+ " 'attention_mask': encoded_X['attention_mask'].squeeze(),\n",
+ " 'labels': y}"
+ ],
+ "metadata": {
+ "id": "RNZVDBP5aLAV"
+ },
+ "execution_count": 13,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Function to return the False Positives and False Negatives\n",
+ "def error_report(df, gold, pred):\n",
+ " fp = []\n",
+ " fn = []\n",
+ " for g, p, sen in zip(gold, pred, df['review']):\n",
+ " if g==1 and p==0:\n",
+ " fp.append(sen)\n",
+ " elif g==0 and p==1:\n",
+ " fn.append(sen)\n",
+ " return fp, fn"
+ ],
+ "metadata": {
+ "id": "bHg52FiZbRZR"
+ },
+ "execution_count": 14,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Loading the BERT Model"
+ ],
+ "metadata": {
+ "id": "zhGefY-aZiaQ"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Creating train, validation and test datasets\n",
+ "train_df, test_val_df = train_test_split(df, test_size=0.3, stratify=df['sentiment'], random_state=20)\n",
+ "val_df, test_df = train_test_split(test_val_df, test_size=0.5, stratify=test_val_df['sentiment'], random_state=20)\n",
+ "\n",
+ "train_df.reset_index(drop=True, inplace=True)\n",
+ "val_df.reset_index(drop=True, inplace=True)\n",
+ "test_df.reset_index(drop=True, inplace=True)\n",
+ "\n",
+ "print(f'Length of train set: {len(train_df)}')\n",
+ "print(f'Length of validation set: {len(val_df)}')\n",
+ "print(f'Length of test set: {len(test_df)}')"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "qU-D0-2Og_k0",
+ "outputId": "0a0f95f0-a88f-46c5-aa34-b7e014d0192f"
+ },
+ "execution_count": 17,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Length of train set: 34707\n",
+ "Length of validation set: 7437\n",
+ "Length of test set: 7438\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Setting up the model, the optimizer and the scheduler\n",
+ "# Using BertForSequenceClassification model\n",
+ "model = BertForSequenceClassification.from_pretrained(BERT_MODEL, num_labels=NUM_CLASSES)\n",
+ "model.to(device)"
+ ],
+ "metadata": {
+ "id": "HDNM1oAQapRZ"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Tokenizing the data using BertTokenizer\n",
+ "# Using Dataloader\n",
+ "bert_tokenizer = BertTokenizer.from_pretrained(BERT_MODEL)\n",
+ "dfs = {'train':train_df, 'val':val_df, 'test':test_df}\n",
+ "bert_dataloaders = {}\n",
+ "\n",
+ "for df in dfs:\n",
+ " should_shuffle = True if df == 'train' else False\n",
+ " bert_dataloaders[df] = DataLoader(CreateDataset(dfs[df]['review'], dfs[df]['sentiment'], tokenizer=bert_tokenizer, max_len=MAX_LEN, clean_text=clean_text),\n",
+ " batch_size=BATCH_SIZE, shuffle=should_shuffle)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 81,
+ "referenced_widgets": [
+ "1f483db6cb86489d8483c358268b4ba2",
+ "ead991e329164e90be975d77e25196eb",
+ "e5ac290f57f94086895bc4237f86f636",
+ "402d428041084ac79b501d6c6d55bdaf",
+ "5b1e96a0d7a242cdae00ccc912e5a871",
+ "a8276b082d8a4f53aec5176ce558fecd",
+ "bdc268bc255c4c3ebebb154b36e8ff96",
+ "c5bba43ef7114b948bf0a61bb1dfbc3d",
+ "1fe7ac75a3c54e79890df918c3e099e1",
+ "82fbb986e2e243e2bdebdde29c2b5860",
+ "f5fa4fa4864e450c8737be7a8f8f0b62",
+ "0c9dd22bc3ea4230bd9d60e309a6fa0b",
+ "be904f25eab54e5095f2b99e9b30bc12",
+ "7ab1ce7475594a7f9f2f62fe24eed9eb",
+ "72b6e706d3254f3495842c9cac0665b8",
+ "2ee176597aa84699867d7d6918dc136b",
+ "bf19b30f38bd4f9aa687dc5978438284",
+ "95d037086e954c74be715032481fa56f",
+ "2d352f9b63794314a9ea67dee7349826",
+ "599674d1b3fa44cd9d9608135a0cec06",
+ "3b46dfce5ac04f5084b7427e28cf42f8",
+ "75d20a1a3181410794e8d6ddb6386756"
+ ]
+ },
+ "id": "cmAad0LfaH-K",
+ "outputId": "56840442-2121-4cb3-bb89-442a04f43927"
+ },
+ "execution_count": 18,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading: 0%| | 0.00/232k [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "1f483db6cb86489d8483c358268b4ba2"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading: 0%| | 0.00/28.0 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "0c9dd22bc3ea4230bd9d60e309a6fa0b"
+ }
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# model = torch.load(output_dir, map_location=torch.device('cpu'))\n",
+ "model.load_state_dict(torch.load(SAVED_BERT_MODEL), strict=False)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "LBaoFADyP-fU",
+ "outputId": "a8a5f266-6901-4bf1-a34d-b9d80d2bd0a9"
+ },
+ "execution_count": 19,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "<All keys matched successfully>"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 19
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "y_preds, y_true = test(model,bert_dataloaders['test'], device)\n",
+ "\n",
+ "#Confusion Matrix\n",
+ "_ , ax = plt.subplots(figsize=(4,4))\n",
+ "ConfusionMatrixDisplay.from_predictions(torch.tensor(y_true), torch.tensor(y_preds), ax = ax, colorbar = False);"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "C85ZIfY0bAOt",
+ "outputId": "15693302-7519-43d4-feca-02d6c6d4da5b"
+ },
+ "execution_count": 20,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 288x288 with 1 Axes>"
+ ],
+ "image/png": "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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Classification report\n",
+ "print(classification_report(torch.tensor(y_true), torch.tensor(y_preds)))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "OQnBbfSWbIZ3",
+ "outputId": "d1f38eaa-f33f-4763-ad24-b91ad809f3ba"
+ },
+ "execution_count": 21,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.95 0.94 0.94 3705\n",
+ " 1 0.94 0.95 0.94 3733\n",
+ "\n",
+ " accuracy 0.94 7438\n",
+ " macro avg 0.94 0.94 0.94 7438\n",
+ "weighted avg 0.94 0.94 0.94 7438\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Analysing the false positives and false negatives\n",
+ "fp, fn = error_report(test_df, y_true, y_preds)\n",
+ "fp"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "gZ5J-cSIbOaZ",
+ "outputId": "80a4c323-db4c-44c7-fa9a-e7d8a3c67840"
+ },
+ "execution_count": 23,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "['I would like if they brought back surface. I really enjoyed the show along with my family. I felt the plot development and storyline were first rate. Like the other person said, it seems that everything gets reduced to the lowest common denominator. Nothing but bland, politically correct junk survives. Just look at the internet to see how many people were watching the show. Also it is not nice to leave us hanging as to what happened the all of the characters on the show. This is the same thing that happened to the time travel show I think was called 8 days but should have been called backstep. Did the Olympics kill surface? I know the writers strike killed another one of my favorite shows years ago called greatest American hero.',\n",
+ " '. . . is just as good as the original. Very nearly achieves greatness because of Cundieff\\'s remarkable ear for music and dialogue. Skewers the self-important swagger of the hip-hop poseurs. The group \"Niggaz with Hats\" (NWH) are every rap group you ever heard and utterly self-parodic. Wardrobe is unbelievable. Buy the OOP soundtrack if you can.',\n",
+ " \"This program was on for a brief period when I was a kid, I remember watching it whilst eating fish and chips.<br /><br />Riding on the back of the Tron hype this series was much in the style of streethawk, manimal and the like, except more computery. There was a geeky kid who's computer somehow created this guy - automan. He'd go around solving crimes and the lot.<br /><br />All I really remember was his fancy car and the little flashy cursor thing that used to draw the car and help him out generally.<br /><br />When I mention it to anyone they can remember very little too. Was it real or maybe a dream?\",\n",
+ " 'For me, Pink Flamingos lived up to it\\'s reputation as being the shocking, disgusting, repulsive, trashy film I was expecting it to be, that really contains everything but the kitchen sink. We are treated to almost two hours of nastiness that never lets up: rape, sex, sex with chickens, transsexuals, castration, murder, cannibalism, and a horrid display of singing out ones anus. It is about a strange couple who begin a competition with a trailer trash family, trying to steal their title as the \"filthiest people alive\". Divine (a fat guy in drag) is an unbelievably vile human being, who actually becomes painful to watch. Trust me when I say that this film is not one to be quickly forgotten, especially the end scene in which Divine eats dog crap off the sidewalk. I have always thought John Waters was over-rated and I cannot say I like this film, but it is an experience if you ever get a chance to see it.',\n",
+ " \"Oh my, from the box description I thought it would be LA-crazy like 2 Days in the Valley or Hugo Pool. Ulrich Seidl must be a very strong man. Most, after directing this, would have driven off a cliff or at least committed a mass murder. I confess to only watching the first half hour (for now). Reading all the comments here, I have a lot to look forward to. Professional reviews often mention the Swedish film Songs from the Second Floor as a parallel but that's graced with humor and fantasy and this is unrelenting in its dour realism. What hath the Marshall Plan and the EU wrought? Seeing this in a theater with anyone I know would have only resulted in an enforced departure after many fewer minutes than I got through on DVD. There's a more annoying creature in the universe than Jar Jar Binks - the Hitchhiker from Hell. Whatever happens to her, it isn't enough! Soulless suburbia that I thought only existed in Arizona and Florida thrives in Lower Austria. Oh no! I thought sex clubs had ceased to exist even in New York and San Francisco, and here they are in suburban shopping malls? Was it Mahatma Gandhi or Jawaharlal Nehru who said when asked about Western Civilization, 'why that might be a nice idea'? If the world were truly like this film, bring on that black hole, we're ready.\",\n",
+ " '- The Best Bit : When the dull mobster (Nicholas Turturro) calls out to the runaway (Matthew Modine) \"Shane !.. Come Back Shane !\" and when the older wise guy asks him \"What Are You Doing ?!\" he replays simply \"Enjoying My Time !\" Actually like me at the moment ! <br /><br />- The Most Creepy Part : I\\'ve been wondering all the time of watching : where did I see that girl before ? where ? where ? Till I found out while the closing credits.. OHH MY GOD ! She\\'s (Elizabeth Berkley) .. From the showgirls\\' fiasco ! But I just couldn\\'t recognize her with her clothes on ! To tell you the truth I felt a brief tremor. She\\'s really cute and nice but maybe Hollywood had no mercy at all ! <br /><br />- The Most Sexy Bit : When (Berkley) says \"Do You Mean The Stuff Which Gives You A Boner ?!\". <br /><br />- The Most Dull Thing : The retarded assistant after a day and a night in the back of the car is still alive and healthy at the end !!??, moreover the Mexican smuggler took 3 bullets (at the same car !) and he\\'s not dead either !!?? <br /><br />- The Most Ugly Thing : All of those murdered people, as well as the numerous (F) ward to a boring extent ! <br /><br />- The Most Beautiful Thing : The crazy clever script with all the funny characters and the tumultuous situations, the acting looked sweet also especially from (Paul Rodriguez) who stole the show for (as he had the best dialogue Also !). <br /><br />- The Most Disappointing Thing : Although the direction didn\\'t mess about the story\\'s wittiness at all but in the same time it didn\\'t give it a unique touch, a matchless signature, some kind of insane hilarity like the one in the story itself. However maybe the low production wronged it well ! And of course the easy tasteless music which could be like that because of cheap production too ! <br /><br />- The Most Confusing Part : (Matthew Modine) is a talented guy but what did he do exactly to be out of Hollywood\\'s \"A\" list of stars ?! What could possibly be the thing he made (or didn\\'t make !) to end up in light independent jest like (The Shipment) ?!! <br /><br />- The Most Absent Scene : Where did (Jose) the Mexican smuggler go at last ?! I thought that we\\'ll see him again at the end, smuggling once more as the surviving little criminal who, in a brief gimmick like this, could materialize the continuous disorder of such a world. <br /><br />- The Most Question I had After The End : When we\\'ll see (The Shipment - 2) ? As I\\'m so eager to see that fine small comic hurly-burly atmosphere again ! <br /><br />These were my own answers. If you interested in giving answers of your own for this questionnaire, please E-Mail me.',\n",
+ " \"In Carmen, Saura once again seeks to establish a dynamic rapport between reality and fiction, between the actual passions of the personalities in a dance company preparing the choreography for the dance portions of the opera Carmen and the scripted passions from the story of the fictional Carmen, the famous fatal mix of a free spirit (read disregard for fidelity) and her ability to drive men mad with desire. Saura used this same vehicle fiction/reality in an earlier black-and-white film, Bodes de Sangre (Blood Wedding). But, whereas the tensions between the dancers rehearsing Blood Wedding showed to advantage how they evolved into the fictional characters of the story to be performed through directing their emotions into their roles, in Carmen, the parallel between the petty, libidinal urges of the dancers of the troop during rehearsals and the spirit forging to do with the mythic Carmen never comes even close to being believable. It remains a gadget, and, for that reason, a bothersome distraction. One really needs to see Blood Wedding next to Carmen to appreciate the comparison. However, it hardly matters, the melodrama Saura tries to impose upon his Carmen, because the Flamenco dancing and guitar music of the rehearsals_ which are 95% of the film _by some of the best known Flamenco dancers and musicians, more than repays the price of entry. A flawed film, and a wonder: perfect for doing a drill in Keats's 'negative capacity', perhaps?\",\n",
+ " 'I\\'ll be honest,I finally checked this movie not because of the stars--though they were reasonably watchable and compelling,particularly the three leads--or even the compelling story of a breach in the Presidential Secret Service(something,I\\'ve been informed through the DVD extras of this show,has yet to ever happen.Assuming that\\'s true,that\\'s remarkable!). I got it because it was directed and has a choice cameo by none other than Detective Meldrick Lewis!! Well,okay,Clark Johnson,one of my faves from \"Homicide:Life on the Street\" and a veteran (mostly) TV director. I\\'d say that he does about as good as he can with a project that is watchable but pretty average,despite the possibilities.<br /><br />Veteran and ace Secret agent Pete Garrison(Michael Douglass)has to find out both who is blackmailing him AND who killed his friend,targeted and blew up an Air Force One chopper and is gunning for the Prez.(David Rasche. Anyone remember \"Sledgehammer\"?). His affair with the first lady(Kim Basinger,clearly one of the HOTTER first ladies we\\'ve ever had,fictional or real)is certainly not helping his standing. He\\'s got to both ferret out the real mole in the service and avoid the hound dog like hunting of his former best friend and fellow agent and chief(Kiefer Sutherland,almost still completely in \"24\" mode). Throw in some other pivotal Service agents(Martin Donovan and the foxy,somewhat hard to buy as the gig Eva Longorria) and shady foreign characters and you have a fairly standard political thriller that doesn\\'t aim as high as it purports and reaches the desired,if underwhelming,results.<br /><br />The summary line is about the best way to describe how this show plays out without giving spoilers. The DVD extras to me seemed more insightful and interesting than the movie,though the film itself was entertaining enough to keep most (myself included) interested.',\n",
+ " \"just watched it on sky TV missed the first half an hour. i did wonder if it was a true story so watched it to the end. there was no brief at the end to say what happened to everyone. it did remind me of speed but at the end of the day i don't suppose it was released at the cinema as we did see the following error. the goof that we saw was that they remove the bonnet (hood) and then later on there are two shots of the car with the police car in front trying to slow it down when the bonnet is back on. it did have me on the edge of my seat especially when i thought the baby was going to hit the bridge and of course when the bridge wasn't going to be lowered and then it was. I'm afraid i did burst into tears so it wasn't that bad!!!!\",\n",
+ " \"I may very well be one of the few who really stuck to this film. I also saw this movie when it came out, and I agree with the last post that Up The Acedemy was way ahead of its' time. The humor in the film itself is pure MAD magazine. I don't see why MAD stand behind this feature. It was also one of the few films of the early 80's to have a killer accompanying soundtrack with the punk and new wave bands that were emerging from L.A. at the time. I own the soundtrack and I play it constantly to this day. What can I say? There are definitely worst movies out there. I don't consider Porky's to be as funny as Up The Academy, there are some really good laughs throughout the film, and the jokes fall on either stereotypes or getting laid. Hey, nobody said this was going to be The Maltese Falcon.\",\n",
+ " 'Conrad Hall went out with a bang. The great film photographer finished his illustrious career with this movie before passing on. He did himself proud as this is one of the best-looking crime films you\\'ll ever see.<br /><br />Of course, the acting ain\\'t bad when you have Tom Hanks and Paul Newman playing the leads! The amount of action in here is just right, too: not too much; not too little.<br /><br />None of the characters in here, frankly, are \"good guys\" as Hanks is a professional hit-man for town boss Newman. Hanks\\' only redeeming quality is not wanting his young son to wind up a killer like him, although he does teach him how to be the getaway man in robberies! Huh?<br /><br />As good as the acting is and as interesting as the story is, the real star of this film is cinematographer Hall, who paints scene after beautiful scene with his lens. His work is just awesome.',\n",
+ " \"Infamous pre-code film, really the one film that caused people to insist on the Hayes Code being strictly enforced. Barbara Stanwyck stars as a young girl whose liquor-selling father has no problem pimping her out to customers. When he dies in an accident, she's released out into the world with the knowledge that her nubile body can get her whatever she wants. She goes to New York and proceeds to climb the corporate ladder, one bed at a time. Although obviously there's no actual sex shown, the film is quite sleazy. Unfortunately, after the initial shock value fades (around the time Stanwyck screws a rail car inspector so she can travel for free), the film becomes a tad repetitive and dull. Stanwyck herself is the only thing that keeps the film worth sitting through. As always, she's fantastic.\",\n",
+ " 'Here I thought \"Nanook of the north\" was the last word in archaic semi-doc \\'eskimo\\' movies. How wrong! As an avid sea-kayaker I stayed up till 330am to watch this hoping to get a glimpse of some hand-made \\'skin-boats\\'. The movie did not let me down. Any student of kayak/umiak construction should have a look-see here. (Note to fellow SKers: they appear to be using Norton Sound kayaks with single blade paddles).<br /><br />But the film went way beyond this admittedly narrow interest. Even though there were as others have noted some little back-shot-fakey-bits the movie has so much heart they are just a minor annoyance. It was (from this very amateur anthropologist\\'s viewpoint) probably the perfect time to make this movie. Early thirties: the \\'talkies\\' are so new that they (including Louie B. Mayer!) actually let the Inuit speak in their own tongue. And there is so much that was still, despite the infused melodrama, authentic. They are really whacking that polar bear, that whale and those caribou. A fifties version of this film would have been so cheesy with \\'stars\\', Technicolor, etc. to gum it up. The seventies version? Don\\'t even. A very good companion piece to this excellent movie is \"White shadows in the south seas\" (1928) Geograpically the mirror image to \"Eskimo\" it also deals with the relentless and profound disruption of Western culture/technology on an unsuspecting people.',\n",
+ " 'Ahhhh, 1984.... I was young and stupid, and just developing a taste for those exotic cigarettes, whilst living in a squat in Manchester\\'s Moss Side, with the most unbelievable case of cockroach infestation.<br /><br />After a few of those doobies, this show was ROTFLMAO material - I was an avid fan. Then I\\'d look down at the floor (or up at the walls, or just about anywhere) and see my very own collection of \"little armadillos\" scuttling about.<br /><br />Not sure if it was the chemical enhancement, but I remember thinking at the time that the overt surrealism of the show was fantastic - it was my second favourite thing on TV at the time (#1 was the season of Luis Bunuel movies being shown by Channel 4). Radical art lives on! <br /><br />Also you gotta that theme tune! ....I swear, I\\'ll never drink no more....',\n",
+ " \"Dolph Lundgren is back! Detention marks Dolphs first film in nearly 2 years, and that is following the delayed Hidden Agenda. This film still marks an improvement for Dolph over his cheapie trilogy of Jill Rips, Agent Red and Stormcatcher. However this film is well below the standard of Hidden Agenda, which was better in almost every respect. What this film does have in it's favour from Dolph's previous outing, is a sense of cheesy fun. The film also has a rejuvenated Dolph back in a high action role, and it's good to see Dolph doing his own stunts again.<br /><br />The films story is ludicrous and prime B-movie material. An ex-military man is now a teacher and on his last day of teaching, whilst taking a Detention class, he runs into some Slovakian bad guys who have taken over the school to use as cover for a big drug deal. The film has no originality but in a movie of this type you need to have a sense of fun with all the cliches. If you take it too seriously the audience will find little to enjoy. Thankfully the filmmakers don't take matters too seriously and along with all the action cliches you can think of and the predictability, this film has a so bad it's enjoyable kind of vibe.<br /><br />Where the film is let down is miss-using a fairly decent budget. The budget of around 10 million has not been well spent. It's all up on screen with plenty of carnage and big explosions but a lot of the shootouts lack imagination. The opening action is okay but after that the good moments become more sparse. There are some good moments. You have a car careering through school hallways for example and a decent shootout at the beginning, with plenty of destruction. The rest of the shootouts are fairly mechanical but there is plenty going on onscreen. <br /><br />As for the cast. Hidden Agenda boasted the best cast Dolph has worked with in ages. There was a good standard of actors for a DTV film. This however has problems. The actors are on the most part bad. The bad guys are terrible, but the lead bad guy has a kind of enjoyable cheesiness because Alex Karsis plays it so over the top and without the hint of any menace that you can laugh at the pure badness. The teenagers of the piece are actually good but they are playing such cliched characters. They all hate authority, each other and all have bad attitudes and of course by the end they learn important life lessons, but generally they are decent and Chris Collins in particular has a likeability. This movie is all about Dolph though. While this film is nowhere near his best, it is nowhere near his worst. It also marks a turning point in his career. He is now back in good shape, and will be in even better shape in his next film Direct Action. Dolph looks enthusiastic here, he does all his own stunts and it is good to see him play the typical action man (running from explosions in slow-mo, one liners, and handling large weapons) again in a movie like his older ones, albeit with less flair and imagination than cliched films like Army Of One. It is good to see Dolph looking energised. His films of the last 8 or so years have seen Dolph looking a little more weary, and using doubles a lot (he still does all the fights himself though) but the new streamlined Dolph seems up for it.<br /><br />Overall this is watchable if only for the cheese value and Dolph in prime action man mode. There's not a single surprise but it has a laughably inept kind of charm. **\",\n",
+ " 'When I was in 10th grade me and my buddy were up late at his house and were flipping around cable and started watching this movie. We watched it because it looked kind of funny and because it had boobs. But then the ending came and we just sat there completely speechless. I think after a minute of watching the credits roll he just sort of whimpered \"Oh dude.....\" It goes from dumb 80\\'s teen sex comedy to nihilistic realism so quickly that it catches you off guard. I have been trying to rent this movie for years and have not been able to find it - and nobody has ever seen it except for me and my friend - so it seems. But now it is available! I highly suggest renting it and brace yourself.',\n",
+ " \"Set in 2017 (although one might easily mistake it for 1987, judging by the hairstyles and clothing), The Running Man sees all-round good guy Ben Richards (Schwarzeneggar) framed for a crime he didn't commit. After a daring prison break, he is captured and entered as a contestant in the brutal TV game show The Running Man, along with some fellow escapees and the pretty token female, Amber (Maria Conchita Alonso),.<br /><br />Used by the totalitarian government as a way of controlling the masses, the show pits convicts against a range of colourful (and often quite camp) opponents, each having his own unique killing style: Dynamo fires electricity from a special suit, Buzzsaw uses chainsaws, Sub Zero has a razor edged ice hockey stick, and Fireball prefers a flamethrower to finish off contenders. But these killers are no match for Ben Richards, who dispatches each one in a fittingly gruesome manner (followed by the obligatory witticism).<br /><br />Towards the end of the movie, Ben joins a group of freedom fighters in a battle against the authorities, and gets to exact revenge on the show's nasty host, Killian.<br /><br />Twenty years ago, Arnold Schwarzeneggar ruled the action-movie universe and, to his legion of fans, he could do no wrong. The Austrian beefcake had a successful formula that almost guaranteed box office success for his movies: comic book violence plus logic-free plot plus pretty female sidekick plus witty one-liners, minus acting ability equalled massive profits. The Running Man faithfully followed this blockbuster recipe to a T and Arnie's (mostly male teenage) audience lapped it up (myself included).<br /><br />Now, two decades later, and having just finished re-watching the movie for the first time in years, I find it a strange movie: one totally devoid of technical merit, decent acting, and convincing effects, yet somehow totally entertaining. Directed by Paul Michael Glaser (best known as Det. Dave Starsky from cult 70s cop show, Starsky and Hutch), and adapted from a short story by Stephen King (writing under the nom de plume, Richard Bachman), The Running Man is cheesy 80s tat that looks both incredibly cheap and very dated, yet despite (or maybe because of) the film's shoddiness, it has a special charm which is hard to describe.<br /><br />With no attempt at creating a realistic near-future setting, the film provides plenty of unintentional giggles. Check out the scene in which Ben discovers Amber's secret cache of forbidden cassette tapes(!); marvel at the crap 'futuristic' graphics used on advertising billboards and The Running Man board game (as a graphic designer, I found these particularly amusing); be amazed at the distinct lack of convincing technological advancements.<br /><br />The Running Man may be utter rubbish, but it is hugely entertaining utter rubbish that I have no hesitation in recommending to fans of Arnie and sci-fi action in general.\",\n",
+ " 'I usually have a difficult time watching a TV movie, the extra long commercial breaks will break my concentration and I give up and find a good book. This one however made me put up with the adds and stay with it to the end. I realize the movie was based on a true story but it was not brought out why it took so long to find Denny? They had his name and I would presume his social security number. While he did move around a lot it would seem he would be found as soon as his number was entered for a job etc. The actors seemed a bit old for the part and a buried metal object when dug up had no rust. These were only technical glitches and did not take from the file. For a LifeTime Movie it was better than most.',\n",
+ " 'This movie is a remake of two movies that were a lot better. The last one, Heaven Can Wait, was great, I suggest you see that one. This one is not so great. The last third of the movie is not so bad and Chris Rock starts to show some of the comic fun that got him to where he is today. However, I don\\'t know what happened to the first two parts of this movie. It plays like some really bad \"B\" movie where people sound like they are in some bad TV sit-com. The situations are forced and it is like they are just trying to get the story over so they can start the real movie. It all seems real fake and the editing is just bad. I don\\'t know how they could release this movie like that. Anyway, the last part isn\\'t to bad, so wait for the video and see it then.',\n",
+ " \"Chris Noth plays a maniac who wrote a children's book as a young lad, posing as a doctor who menaces a community in order to push his sister's son into the position as his school's genius. The only man that can stop him is a cop who plays by his own rules, and is forced to go undercover with the help of his mute father who communicates via oujii board. Will Rick Springfield find out whats up? Or will somebody sabotage his recording studio! Does the mentally retarded boy who operates the book mobile have clues? Watch to find out! I'm not making this up!\",\n",
+ " 'SOME MAJOR SPOILERS, YOU\\'VE BEEN WARNED<br /><br />I saw this movie yesterday at Venice\\'s film festival, and I must admit that, being a fan, it was REALLY IMPRESSIVE. Excellent graphic, excellent music, excellent dubbing, excellent action sequences and so on... BUT there\\'s a but. ALL the film was thought EXCLUSIVELY for the gamers that have loved it, and that can therefore enjoy every single reference, character, inside joke (you should see a joke with winning music that\\'s particularly comic) etc. A poor man not inside the world of FF will obviously see the magnificence of technical part, but CANNOT grasp the inner satisfaction of seeing, e.g., Barret appearing and shooting Bahamut TOTALLY OUT OF NOWHERE. He\\'ll ask himself, \"WHO\\'S THIS GUY?\", and I cannot blame him. He cannot even understand what a gamer feels when in the OPENING SEQUENCE there\\'s game\\'s opening music, Nanaki running in the canyon with his two cubs, howling at Midgar\\'s ruins, and then \"498 years ago...\". Almost all characters have made an appearance or quote (including Reeve, Tseng and Elena), and Reno & Rude were really goofy and comic to see, but the final impression the movie left to me was \"hardcore gamer\\'s final dream, but far less for a MOVIE fan...\".',\n",
+ " \"Let me make one thing clear\\x85.for the most part, the mentality of those who run the show in Hollywood frankly p*sses me right off in general and even more specifically in relation to its treatment of much loved, iconic characters from the pages of comic books. Why? Well let's take a typical Hollywood executive board meeting scenario to illustrate shall we\\x85..<br /><br />Executive no.1 'Hey there's lots of dollars to be gleaned from superhero flicks these days.' <br /><br />Executive no.2 'Good point, let's make one with haste then! \\x96 We'll do a lucky dip in a hat and pick out a superhero at random to base a film upon!' (The dip takes place and a famous superheroes name is pulled out) <br /><br />Executive no.1 'Great! Now who can we get to play the part?' <br /><br />Executive no.2 'Who's a big box office star at the moment?' <br /><br />Executive no.1 '*name of big actor* is the in thing this week.' <br /><br />Executive no.2 'But does he really suit the role? I mean he doesn't resemble the character whatsoever.' <br /><br />Executive no.1 'Who cares?! He's a big name; We'll make the film with him in it anyway.' <br /><br />Executive no.2 'You're quite right! And besides we'll fill the entire film so chock full of glitzy special effects to appease the moronic masses that no one will ever question it anyway!'<br /><br />The above scenario clearly illustrates one of the reasons I generally loath most modern superhero movies. All style, no substance and simply pathetic casting of the iconic leads. Of course to be equitable, there are exceptions to the above rule; when Hollywood does get it right \\x96 take the casting of the original (and still easily the best!) Superman; Christopher Reeve and more recently Patrick Stewart and Sir Ian McKellen in the X-Men films.<br /><br />But back to the general negative traits displayed by Hollywood today\\x85..wouldn't it be wonderful if our studio executives were to ALWAYS choose actors who actually suited the roles? Well in this less than ideal world, one filmmaker does just this believe it or not, by casting actors based upon their genuine resemblance to their comic book counterparts. His name is Sandy Collora. Sadly (but typically) Hollywood has not as of yet allowed Collora to direct a full length film but luckily for us, he has given us tantalizing glimpses of what the finished outcome would likely look like in the form of two (as of yet) famous super hero short features. One is the superb Batman:Dead End and the other is this mock trailer for an entirely fictitious film called Worlds Finest.<br /><br />Well, let's not mince our words here \\x96 this is absolutely awesome stuff!<br /><br />The casting of Mr. Universe winner and male model Michael O'Hearn, (who looked similarly awesome but was utterly wasted in the lackluster Barbarian) makes for the most perfect choice to play the iconic man of steel. In fact, in terms of physical resemblance, there has undoubtedly never been a closer approximation to the comic character.<br /><br />Added to this Clark Bartram is back fresh from his splendid portrayal as the Dark Knight in Batman:Dead End; Again, yet another hugely judicious piece of casting!<br /><br />What can I say? \\x96 If only this was indeed a real, full length film! Hollywood studio executives \\x96 take note! THIS is how it should be done!<br /><br />As a final note, I am once again intrigued by the vastly split reactions this short film has evoked from fans. Tellingly, the most acerbic and vehemently adverse reactions against it clearly come once more (as similarly with Batman: Dead End) from a younger, less cinematically experienced audience; a fact betrayed by their somewhat grammatically primitive rants and liberal usage of base diction. Such an unfortunate state of closed mindedness is indeed a sad phenomenon albeit one that our aforementioned studio executives in Hollywood, will no doubt derive great satisfaction from. After all, these very same misguided individuals are in all probability the exact same sort of CGI addicted, popcorn stuffing imbeciles that revel in the majority of crap that Hollywood churns out by the deluge these days.\",\n",
+ " 'So, Madonna isn\\'t Meryl Streep. Still, this is one of her first films and a comedy at that. Give her a break! Sure, the movie is mediocre at best and pales in comparison to its earlier counterpart w/ Katherine Hepburn, Bringing Up Baby. For what it is, though(a piece of fluff), it\\'s quite a bit of fun to watch. I\\'ve yet to hear anyone that slams Madonna\\'s acting skills back it up w/ evidence or even adjectives other than \"awful\", \"bad\", or other such vague descriptive words. If you wanna see bad acting or justify the argument that singers should stick to singing, how about Whitney Houston?? She\\'s had the most undeserved commercial success of any actress in history and couldn\\'t act her way out of a hatbox. The American public obviously cannot discern the difference between a credible performance in a movie and star power. I think Madonna has always been at least credible in her movies. Get real people. Madonna-bashing is so 90\\'s.',\n",
+ " \"Not all movies should have that predictable ending that we are all so use to, and it's great to see movies with really unusual twists. However with that said, I was really disappointed in l'apartment's ending. In my opinion the ending didn't really fit in with the rest of the movie and it basically destroyed the story that was being told.<br /><br />You spend the whole movie discovering everyone and their feelings but the events in the final 2 minutes of the movie would have impacted majorly on everyones character but the movie ends and leaves it all too wide open.<br /><br />Overall though this movie was very well made, and unlike similar movies such as Serendipity all the scenes were believable and didn't go over the top.\",\n",
+ " \"We went to the cinema expecting a biggish budget release and got an art-house movie. The movie was projected digitally onto about two thirds of the screen real estate with sloping edges classic of digital projection, and had a limited stereo soundtrack which was wasted on the cinema experience.<br /><br />The content of the film was the same old historical content we have all seen before, but heavily sanitized to prevent the audience being sick. Live action scenes what little of them there were, were re-used constantly in classic documentary style, which became annoying after a while.<br /><br />I was somewhat amazed that only 4 people turned up to watch it, guess the rest knew something we didn't.<br /><br />I suspect the producers made the film to recognize the ninetieth anniversary of Gallipoli. I have to question whether they should have bothered.<br /><br />Seven out of Ten for trying, and out of respect for the ANZAC's.\",\n",
+ " 'I originally reviewed this film on Amazon about 6 or 7 years ago, and blasted it. I believe I called it \"wretched\" and a \"turkey.\" Okay, well, by most standards, it\\'s still a turkey. It\\'s got almost no production values, what little plot there is makes almost no sense, and the acting is on the level of a third-grade play. That said, this has really grown on me over the years as a sort of camp classic. In fact, all of director Todd Sheets\\' films have had this effect. They\\'re almost like Ed Wood in that regard: Watch them over and over and pick out the flubbed lines, continuity errors (same zombie, two different locations!), and other flaws.<br /><br />I\\'ll say this: Sheets is a very nice guy, and while this, one of his first productions, isn\\'t that great, he has gotten better. And I must add that the only really decent actor/actress in the film is Kasey Rousch, though I may be biased, as I attended school with her.',\n",
+ " 'A genuinely creepy ghost story, full of chills and sensuality, this movie just falls short of what it promises. It is apparently based on an old ghost story, and perhaps relies a little too much on a simple premise. For most of the way, its imaginative and genuinely gripping, but at the end its almost like Oshima just lost interest in it, and brought it to a rapid ending.<br /><br />The story is simple - a woman and her younger lover kill her husband so that they can be together. But their failure of nerve and his returning ghost condemn them to madness. Its beautifully handled, with imaginative set scenes, and the lovers passion is portrayed beautifully. But too often the movie fails to really deliver on its promise, almost as if Oshima loses his nerve in the same way the lovers do.<br /><br />Its a worthwhile movie to watch just to see how Oshima combines his great skill as a film maker with some exploitation movie tricks to pull the audience along, but sadly its not a true classic in the mold of movies like Onibaba or Woman of the Dunes.',\n",
+ " \"Screamers is an Italian fantasy film (L'Isola degli Uomini Pesce) bought by Roger Corman and released through his New World Pictures. Of course Corman has to carve his initials on it by having one of his lackeys (Dan T. Miller) direct some additional gore footage before he has it released in the states.<br /><br />L'Isola degli Uomini Pesce is a very entertaining retelling of the Island of Dr. Moreau. It is 1891 and Claudio Cassinelli is shipwrecked on a mysterious island with a few newly escaped convicts. Claudio comes across the stellar Barbara Bach and Richard Johnson. Johnson plays the dastardly Edmund Rackham: a man who is able to manipulate scientist Joseph Cotton into turning the local native population into amphibious deep-sea diving creatures, (they look like a cross between the Black Lagoon creature and one of The Humanoids From the Deep), by convincing Cotton that the mutations are being created for the highest of scientific and humanitarian motives.<br /><br />Having discovered the lost city of Atlantis, Rackham is using the amphibious creatures to loot its treasures. Sexy Barbara Bach plays Cotton's daughter who has a psychic link with these mutations. In one memorable scene, Bach takes a midnight swim with these mutants wearing only a thin white cotton dress that leaves little to the imagination. Claudio discovers one of the convicts he has befriended has been turned into a gill-creature and then all Hell breaks loose.<br /><br />Filmed at the same time and in the same location as Zombi 2, Richard Johnson didn't even have to change suits between films. The house where the experiments take place is the same house Johnson uses to conduct experiments in Zombi 2. Talk about economic filmmaking!<br /><br />The additional footage features a few bloody beheadings, (way to go Roger!), and a laughably bad Cameron Mitchell doing his best pirate imitation. All that's missing is the parrot.<br /><br />Spanish title: Le Continent Des Hommes Poissons\",\n",
+ " 'I\\'m not here to tell you \"Armored\" is Kubrickian, Hitchcockian or Fellini-esquire. Nope. Referenced directors are more like Don Siegel (\"Charlie Varrick\") and Walter Hill (\"The Warriors\"). Those two helmers didn\\'t fool around with niceties like putting women in their movies. No skirts need apply. They unapologetically made guy movies. Guns, lots of guns. Men met violent death with a twitch of the jaw. Their movies were like a sap to the head. You want a friend? Get a dog.<br /><br />\"Armored\" is so a guy movie. Dueling armored trucks? Bloody gunshot wounds? Exploding money? If that doesn\\'t get the lizard part of your brain excited, then stay away.<br /><br />At 88 minutes, \"Armored\" is all muscle without an ounce of fat. We meet six security guards who drive armored trucks, three per truck. The six, led by Matt Dillon, scheme up a fake hijack involving two trucks. Their mission one day is to deliver $42 million from the federal reserve (I think). The idea is to drive both trucks to a warehouse, stash the cash, then stage a hijack. Sure, the cops will suspect them, but if they stick together they\\'ll get through it.<br /><br />Trouble is, one of the six, played by Columbus Short, is a holdout. At first. But he faces eviction. And he\\'s the guardian for his messed up younger brother. He needs cash bad.<br /><br />Matt Dillon cajoles, pleads, persuades the holdout. No blood on anyone\\'s hands. A clean getaway. All good, no bad. You\\'ll be rich forever. Blue skies smiling at you ...<br /><br />Right.<br /><br />Everything goes to hell, of course. It\\'s one damned thing after another and the stakes keep going up. And it almost all happens claustrophobically inside an abandoned warehouse somewhere in Los Angeles. In fact, the movie goes out of its way to project a backdrop of industrial urban decay. I happen to like industrial urban decay.<br /><br />Kudos to Matt Dillon, who plays the top bad dog. He goes from charming to disappointed to frustrated to outraged to totally effing insane in the course of the movie. Love that guy.<br /><br />Also, credit is due to the menacing, throbbing, blistering and totally sinister electronic soundtrack by John Murphy. I am guessing he\\'s heard a few Tangerine Dream records.<br /><br />Also, it\\'s surprising that this is a PG-13 movie. I caught one \\x97 one! \\x97 f-bomb in this entire movie about violent tough-guy robbers. On some level, I like that. Take the kids.<br /><br />The director is Nimrod Antal, a Hungarian who made a fine noir set in the Budapest subway system called \"Kontroll.\" Screenwriter is an out-of-nowhere guy called James V. Simpson.<br /><br />A lot of the people in this movie are just starting out. I am willing to bet the esteem given to this movie will rise as time goes on and these filmmakers advance in their careers.',\n",
+ " \"There are two things that I like about Elvira, and they're both bigger than she is and she keeps them covered up: her wit and her talent. A movie is the best thing to show off how funny she can be or how she commands attention. Looking like a combined clone of Morticia Adams and Anna Nicole Smith, she inherits a distant relative's estate only to discover that she is really the heiress of the occult. The comedy in this movie is the best thing about it, but it could have been a lot more scary and chilling. It's mostly a campy fare with as many bad horror movie references in it such as the rioting mob or the fleeing heroine who trips and stumbles on her heels. My favorite part is when she uses her marvelous endowments to break the chains keeping her locked in the cemetary. The ending is sappingly sweet as if it were written by the Bradys, but the Las Vegas act at the end seems too grandiose for this type of movie.\",\n",
+ " '\"Fear Of A Black Hat\" is everything the (much weaker) \"CB-4\" SHOULD have been. Rusty Cundieff\\'s satirical eye is ruthless, as he folds, spindles, and mutilates every aspect of hip-hop trends and culture. Does \"FoaBH\" resemble Spinal Tap? Yes, a bit. Is it derivative of Spinal Tap? No, not really. The aim is more focused, the satire is better focused, and to be honest, it\\'s funnier.',\n",
+ " \"I saw this movie recently. 2 hours later, my head still hurt from laughing. The plot was soo awful, the jokes were soo bad, but what I didn't count on were:<br /><br />1. the 2 scenes before and after the movie that had Pat and Jay posing (that caused more than enough laughter)<br /><br />2. The kick through the windshield that decapitated the evil-doer.<br /><br />This movie is about 20 times better than the Rush Hour series, and my copy even came with a disclamer saying if you didn't like the movie, send certificate to HBO. While I considered it, the date you had to send it in was January 1991 (which also caused wackiness to ensue).\",\n",
+ " 'Yes, the cameras were in the right place at the right time. It\\'s so interesting to see how a world leader (like Chavez) who supports the poor people in his country, can be held in such low esteem in the US. His worst \"sin\", in my opinion, is caring about those who are at the bottom of the barrel. What can be so bad about that? I have always been fascinated by the US government+media reaction to Fidel Castro. At first, Castro was a good guy (around 1959) when he supplanted Batista. Soon, however, Castro started turning the corporations in Cuba toward the needs of the poor instead of the fat cats. We\\'re a decent country, but why does our media and government have such a problem with sharing with the poor? If these guys are \"dictators,\" then we could use more \"dictatorships\" especially where the poorest of the poor live in the world.',\n",
+ " 'This movie is a ripoff of James Cain\\'s novel, THE POSTMAN ALWAYS RINGS TWICE. Apparently, the director and producer never bothered to pay for rights to this story--perhaps the fact that we were in the middle of fighting the Italians in WWII might account for their forgetting to consider royalties! Despite this, the movie isn\\'t really just an Italian version of the Hollywood movie. In some ways it\\'s a lot better and in other ways, it is definitely not.<br /><br />The three central characters in this movie are really pretty ugly people. In fact, the male and female lovers are a bit icky-looking. The male lead is pretty ordinary except for his profuse body hair (particularly on the back and shoulders) and his lady love is, to put it frankly, unattractive. They are a very, very far cry from Lana Turner and John Garfield in the Hollywood version. And the ill-fated husband is really, really obese and loves to walk around shirtless--and his counterpart in the American film, Cecil Kellaway is definitely better looking (and probably better looking than the other two Italian leads, actually). And this unattractiveness is generally a reason I actually preferred the Italian film--since I just could NOT imagine a finely coiffed \"dish\" like Lana Turner in the middle of nowhere married to Kellaway--I am 100% sure she would have had dozens of better offers! Whereas, the Italian wife frankly might NOT have been able to do much better and this made the marriage actually believable.<br /><br />Part of the Italian film\\'s believability comes from the blunt way it handles sex. The sanitized American film tries to make you believe that although Turner and Garfield kill Kellaway, they never actually get around to sex! This is pretty silly and totally unrealistic. In addition to the casual sexuality of the film, it\\'s also pretty casual in showing the seamy side of life--with lots of sweaty people, a fly strip hanging over the kitchen table and everyone appeared to need a bath.<br /><br />The movie is also pretty fast-paced compared to the over-long American film. And what you get due to brevity isn\\'t all good. The film lacks a lot of the style and polish of the American film--with grainier footage, relatively poor orchestration and sets. It sure ain\\'t a pretty film, but the Neo-Realistic-like style makes the film seem more realistic. But it cannot make up for the short-cuts in the plot. Many of the plot elements in the later American version are either missing entirely or glossed over. And the ending seems a lot less interesting than the American film--and misses the entire human nature dilemma when Turner and Garfield turn on each other like rats (the best part of the American film).<br /><br />So which is the better film? Well, a lot of this probably depends on you. As for me, the Warner Brothers film was simply too polished and too unrealistic (though many like this style and may dislike watching films with subtitles)--but it packed a great ending. And the Italian film was much, much more realistic--until the crappy ending that seemed too rushed. So neither film is exactly great, but I\\'d give my nod to the Italian one being a bit better. It\\'s too bad they couldn\\'t have combined the best elements of both films into one exceptional film.',\n",
+ " 'I came out of \"Rendition\" with a list of flaws a mile long, so how is it that my overall impression is that it was a pretty decent movie? It\\'s definitely a film whose sum is better than its parts.<br /><br />Those parts include a cast of big name stars, not one of them giving a memorable performance (Omar Metwally, a relative unknown, is the one you\\'ll remember); serviceable if undistinguished direction; and a screenplay that\\'s both too complicated and too simplistic at the same time. Metwally is an Egyptian-born American citizen who gets kidnapped by the U.S. government\\'s rendition program, otherwise known as the process by which America tortures suspected terrorists into confessing information whether or not it\\'s remotely true. Reese Witherspoon plays his pregnant wife, who calls in the favor of an old college friend (Peter Saarsgard), who works for a senator (Alan Arkin) and helps to track her husband down. Meryl Streep plays the head of the rendition program; Jake Gyllenhaal is a young agent assigned to the interrogation and whose conscience gets in the way. Meanwhile, a whole parallel storyline follows the daughter of a top Egyptian official who is allied to the American rendition program and her boyfriend, who\\'s in training to become a suicide bomber.<br /><br />Ay-yi-yi that\\'s a lot of plot to pack into a two-hour movie, and I was about to wash my hands of the whole thing, especially the Egyptian Romeo and Juliet subplot that felt like nothing more than a distraction. But then near the film\\'s finale, a twist of chronology brings all of the plot strands together in a way that makes you want to reassess everything you thought you knew about the motivations of the various characters, and makes \"Rendition\" a much more interesting movie than it seems like it\\'s going to be.<br /><br />Witherspoon, Gyllenhaal and Sarsgaard all look like high school students playing adults twenty years older than they actually are -- Gyllenhaal in particular, usually a fine actor, looks so bored that you wonder if he\\'s going to muster the energy to deliver his lines. And the screenwriter should be arrested for having an actress as good as Meryl Streep at his disposal and giving her nothing more to work with than this one-dimensional dragon lady. The movie of course strives for relevancy, but instead of addressing the tangled web of arguments surrounding the national security issue, it charges right down the middle of the debate in a predictable fashion. There are moments when you think maybe the film will veer off in an interesting direction -- what if Witherspoon did actually begin to doubt her husband\\'s past, for instance? What if Metwally actually had been in contact with terrorists, as his interrogators accuse? But no, the movie takes the path of least resistance.<br /><br />But, like I said upfront, I recommend this movie. I know I\\'ve done nothing but list a bunch of its faults, but it\\'s got its head in the right place, and it is entertaining, or at least as as entertaining as a movie about torture and interrogation can be.<br /><br />Grade: B+',\n",
+ " \"I'm a bit conflicted over this. The show is on one hand awful, the acting is terrible (even when we get actual name actors like Brad Pitt and Bill Moseley in one episode), the dialogue is moronic and the premise/moral of each episode feels like something lifted out of a 50s educational short. There's no way you'll be scared for a moment from any of these episodes, and Robert Englund's cameos are short, pointless and corny in a sort of a Bob Saget on America's Funniest Home Videos kind of way.<br /><br />On the other hand this is one of the funniest things to ever be on television. The 80s fashions, the soft focus makes the actors look like their on the set of The View at all times, the premises lend the material more to self-parody than scares, so we're left with an episode where a high school kid is afraid if he fails his SAT's his girlfriend will dump him and his parents disown him, another is afraid she'll be locked up in prison because she's a substandard mom (her husband is played by Brad Pit), another is afraid that all the parents in the world are in league against him when he runs away from home, another is afraid she'll be confused with her socially-retarded twin, another is afraid if he doesn't break up his mom and step-dad he'll get killed for having a party at his house. The list goes on and on.<br /><br />Being that these are dreams I suppose you could look past the ludicrous plot points and devices, but they're so out of left field that there's no opportunities for the writers to actually scare the audience. You have characters dressed like something out of a 80s-themed nightmare wandering around delivering bad dialogue in very hammy fashion and making illogical decisions that serve no other purpose but to move the story to the next weird plot point (typically watching as a peripheral character does something uncharacteristic of a sane person while our main character stares aghast and too shocked to do anything about it).<br /><br />If you're looking for something that'll scare you stay away. If you're looking, on the other hand, for one of the funniest things to come out of the 80s ever. Watch it.<br /><br />Its been showing on Chiller TV lately (pretty much every day) and I've been watching, earlier out of morbid curiosity, and now just so I can get a good laugh in each day. With Arrested Development and Extras off the air this is officially the funniest thing on television right now.\",\n",
+ " 'There is nothing remotely scary about modern \"horror\" which is an insult to the word \"horror\". Freddie Vs Jason, the Scream movies, Cabin Trash, and especially Stephen King\\'s infantile attempts - he\\'s recycled every story from The Monkey\\'s Paw to whatever, often in the same story - at horror in both writing and on film (except for Kubrick\\'s version of The Shining which actually was scary, unlike King\\'s books which are as frightening as my big toe - the left one, which still has the nail.<br /><br />But The Woman In Black is that rare modern film that will make the hairs on the back of your neck stand on end. This is the way it should be done; the director creates tension, and the scariest ghost ever actually seen simply by having her suddenly turn up standing still somewhere or other with that incredible look on her face. Then he brings it all to a ghastly disturbing close. He\\'s learned his lessons from the masters who knew how to make horror - Val Lewton (original Cat People) and Robert Wise (a Val Lewton disciple and director of the Haunting and The Body Snatcher), Jacques Tournier (another Val Lewton disciple who directed a truly horrifying zombie film, not the gross rubbish Raimi did (gross isn\\'t scary, folks, it\\'s just gross), and Lewis Allen (The Uninvited), and of course Jack Clayton\\'s turn on Henry James The Innocents, and the way the master of suspense, Hitchcock, can still bring you to the edge of your seat even with a slow-building and burning period piece like Under Capricorn.<br /><br />TEN STARS...',\n",
+ " \"An overblown melodrama typical of its period (mid-1950s) and appropriate matinée food. Rock Hudson, the hulk everyone always falls in love with, plays his usual stereotype role, but whereas in Giant, made the same year, when his material and co-stars (Taylor & Dean) were above average, in this movie he is just not good enough to raise the calibre beyond a mushy tale of how difficult it is to be both rich and happy. The self-destructive brother and sister (Robert Stack, reeling his way through the film in a drunken stupor, and Dorothy Malone, playing a vampish poor little rich girl totally over the top) end up the losers and Hudson gets Bacall - who is rather wooden in this part which does not have enough character or wit to get her going. To paraphrase Oscar Wilde, the good end happily and the bad unhappily, that is the meaning of fiction. However, I was interested to read that the film is based on a true story which vindicated the plot. Like other films of the period, homosexuality is disguised in heterosexual terms. Maybe the film could be remade: Stack's character would ring truer if he was hiding homosexual feelings for Mitch by marrying. Todd Haynes's Far From Heaven greatly improved on All That Heaven Allows , also directed by Sirk. Perhaps Haynes could remake Written on the Wind and give us a truly memorable film.\",\n",
+ " \"I am sad to say that I disagree with other people on this Columbo episode. Death Lends a Hand is frankly kind of a boring Columbo to me. After a few times, I get bored and changed the channel. I still love Robert Culp and Patricia Crowley and Ray Milland in their roles but the story was weaker in this episode than in the others. First, Robert Culp plays an investigator for Ray Milland's character. He hires him to investigate his young pretty wife played by Patricia Crowley to see if she is having an affair. In return, Culp's character blackmails the cheating wife who plans to expose his scheme to her husband ruining his career. Out of anger, Culp kills her by striking her in the face and setting the up the body elsewhere. I don't know. Maybe I just didn't care for this one at all. Of course, Columbo gets him in the end. It's just the question of how.\",\n",
+ " 'Forget Neo and Bourne and all those half-baked made up modern heroes. They only look 12 year-oldish to please the wide audience of geeks that want to be their heroes. Since they cannot be Rambo or McClane or even Indiana Jones, Hollywood allowed a bunch of fakes that have no beard and yet fulfill teenagers wishes to see something that looks very much like an action flick.<br /><br />However, their \" action set-pieces \" are just painful to watch and any girl may challenge their masculinity without question. This explains the recrudescence of oldies on our silver screens over the past few years. For better ( Rocky, Rambo ) or worse ( Die Hard 4 - where John McClane, brace yourselves.... had no beard !! )<br /><br />I say it is high-time a new hero walked up and put their reign to an end. This \" Largo Winch \" movie is far from perfect, and perhaps too predictable at times, but at least Tomer Sisley delivered a very promising performance as an action-hero. And the only one time where he was weakened is when Mélanie Thierry shaved his beard ! I rest my case.<br /><br />I didn\\'t know it when I entered the theater room, but this might be the movie I\\'ve been waiting for a decade. For the first time in France since Belmondo, can a movie be both well- crafted and rooted in B-genre without blushing over its performance. In the meantime all we had to chew on was either a gigantic pile of dung or something too restricted to reach a wider audience... In other words it was \" Le Pacte des Loups \" or \" Dobermann \" ( I like Dobermann, mind you )... I believe \" Largo Winch \" has what it takes to be both popular and quality film-making.<br /><br />I exited the theater room very pleased, and hungry for more.',\n",
+ " '\"Lights of New York\" originally started out as an experimental two reel Vitaphone short that eventually snowballed into the first all talkie feature film. Helene Costelle was supposedly one of the most beautiful actresses in Hollywood and sister to (in my opinion the real beauty) Dolores Costello, who seemed to get all the breaks. Poor Helene is best known for appearing in this pretty dreary film that bought a revolution to Hollywood!!<br /><br />Two bootleggers on the lam in \"Main Street\" convince a couple of small town barbers to try their luck on Broadway. The barbers Eddie (Cullen Landis) and Gene (Eugene Palette) don\\'t realise that their barber shop is soon a cover for illegal bootlegging activities. They soon do realise it and regret the day they left their small town. The only thing keeping them going is the loan that Eddie\\'s mother gave them and that they desperately want to pay back. Eddie becomes re-acquainted with Kitty Lewis (Helene Costello) a girl from his home town who has made good on Broadway. Kitty is worried about \"Hawk\" Miller (Wheeler Oakman) who is always hanging around her but Eddie, innocently, thinks she is exaggerating as \"Hawk\" already has a girlfriend Molly (Gladys Brockwell) but to reassure her he gives her a little handgun to frighten unwanted admirers away. \"Hawk\", who has killed a police officer and has the \"Feds\" closing in, decides to frame Eddie. Meanwhile Molly is getting pretty fed up with \"Hawks\" treatment of her and after a showdown where he tells her he is after a chicken and not an old hen the stage is set for - Murder!!!<br /><br />The fact is it isn\\'t completely awful, apart from gangsters and showgirls alike speaking in their best elocution voices and that was still happening in films in 1930. Gladys Brockwell (if a trifle melodramatic) and Eugene Palette (quite natural) were okay and were the most seasoned actors in the cast. There was no John or Ethel Barrymore to be seen - Cullen Landis and Helene Costello soon returned to the obscurity from which they had come. I also didn\\'t notice much of the \"hidden mike\" - where people had to be grouped around different objects ie a telephone or sitting on a couch before they could engage in conversation. People who saw it at the cinema probably started to think that all policeman talked in that flat monotone as that trend continued in many early talkies ie \"Little Caesar\" (1930). In any case they were probably intrigued by the novelty of a completely all talkie - with some singing and dancing - film in 1928.<br /><br />Recommended.',\n",
+ " 'CREEP is a straight up serious horror film set in real time that wants nothing more than to just show people get attacked in a empty subway platform by a mutant for 85 minutes. And it does just that. Nothing more, nothing less. Director Christopher Smith draws out the drama a far as he plausibly can by introducing a series of characters that would actually have a reason to be in the subway after it is locked. He also leaves the origins of the titular Creep deliberately vague (unlawful experiments happening in the 60s underground are hinted at) and that little bit of mystery works for the most part. Sadly, he undermines himself toward the end by actually holding back from a twist ending where more genetic malformations would appear (they are hinted at as well). Yes, you heard me right - I wanted a clichéd twist ending! Franka (RUN LOLA RUN) Potente is good as the terrorized female lead and the rest of the cast is fine.',\n",
+ " \"What a surprise this film was. I've seen a good few of Fulci's horror and zombie flicks and was amazed that this was by the same director. He also wrote the screen play which shows that the chap was quite capable of crafting a detailed, complex story line. The dubbing on this is not good, but far from the appalling slop that only further hinders later howlers like 'Manhattan Baby'.<br /><br />The photography in this film is fantastic. A strange, almost futuristic highway appears throughout the film which focuses on a small town where young boys are being murdered. A scene involving the beating of a woman is uncomfortable to watch, yet refreshing in comparison to usual cinema violence. <br /><br />What went wrong Lucio? Perhaps there is a strong case to suggest he had reached his peak with this film, and it slowly went downhill after that.\",\n",
+ " \"Nicely done evil little comedy pitting the FBI against organized crime with a nice lady caught in the middle. The actress who played the jealous wife of the mob boss 'Tony the Tiger' almost stole the show with her raging tantrums. 3 stars\",\n",
+ " \"This was easily one of the weirder of the Ernest movies, especially in regards to the production design. What was up with the pink guard uniforms? Sadly, this film probably destroyed the Ernest series, turning the series into a straight-to-video series. However, Jim Varney gave one of his better performances by playing Nash, his criminal alter ego. A misstep in the series, but wasn't too bad in most regards.(the Electro Man routine was classic)\",\n",
+ " 'LIFEFORCE is an extremely schizophrenic movie, based on Colin Wilson`s novel The Space Vampires the script ignores most of the novel`s concepts and structure ( Indeed it owes more to the QUATERMASS serials than the novel ) but the scenes it does leave in from the novel are nearly identical to those in the film . And talking of the script it must be one of the most uneven in cinema history , it`s though it was written in chapters by several different people. Take for instance Carlson , he disappears after the early shuttle scenes which led me to believe he was dead then he turns up again halfway through the film in order to explain the plot to the beleaguered Brits and it`s this lack of attention by the screenwriters that spoils the film . And there`s plenty of other clumsy scripting such as the heroes returning to London in a helicopter and not realising it has been over run by zombies untill they`re flying over it .<br /><br />I could go on at great length about these plot holes but LIFEFORCE is actually enjoyable to watch as long as you don`t use your brain . It`s good to see a sci-fi horror film from an era when aliens were portrayed as being cute creatures that children hid in their bedrooms so that nasty human adults wouldn`t get their hands on them . The special effects and pyrotechnics are very very good , there`s lots of action and stunts and LIFEFORCE features one of the most memorable aliens in the form of the space girl . When mentioning LIFEFORCE in conversation with males it`s always a race to say \" Seen the alien in LIFEFORCE? She can suck the lifeforce out of me anytime \" Hardly surprising looking at the demographics of the votes that this film is more popular with males than females<br /><br />\" Don`t worry . A naked girl can`t escape from here \" Can`t she ? Pity<br /><br />',\n",
+ " \"And that's saying a lot. Rent this if you want to be staggered by oddness, blown away by one of the most bizarre scripts, direction, and casting in the history of films. I'm staggered. I can't believe I watched it. I'm a big Bernadette Peters fan, normally- but this tested my resolve. Don't read any more reviews here, it's best if you know nothing about the plot. Just rent it. You won't believe what you're seeing.......\",\n",
+ " 'This show was incredible, but too esoteric for most people. If you had never truly seen a European variety show in the 70\\'s or 80\\'s (or at least a Mexican one) the entire show would probably be lost on you. If you had, this show was a dead on skewering satire of the phony spectacle and shallowness that these shows dive into at their worst. Helmed by a chain-smoking suave wannabe with a pencil moustache and his ultra-glamorous and immasculating harridan of an EX-wife, \"Viva Variety\" is a variety show that tries to get off the ground every episode but always descends into in-fighting and acts gone very wrong. The hosts are joined by \"Johnny Bluejeans\", a dim witted side-kick who seems to have been named because blue jeans are a very popular product in his country and that means the kids will like him, which of course, they don\\'t.<br /><br />The result was a hilarious spoof of variety shows in general. Imagine the arguing that probably happened BACKSTAGE during the last days of the \"Sonny & Cher Show\". Now imagine it\\'s happening ONSTAGE in front of you and the stars are trying to keep their composure. Now add cheesy acts and a Euro-riche mentality (tuxedoes, gowns, booze, accents and smokes). NOW you have \"Viva Variety\".<br /><br />Have you ever heard a musician whose music was pretty much written for other musicians? Too conceptual? Viva Variety did this for comedians. WAY too esoteric for the standard American audience. It was funny as Hell. And doomed.',\n",
+ " \"The brilliance of this movie is that even a competent dentist is pretty scary. It's one of man's primal fears. This movie is the nightmarish image every kid has to go through in the waiting room. Corbin Bernsen gives a surprisingly non-lackluster performance as a crazed dentist who I guess tries to kill people but he only works on their teeth so it's not really working out. In a particularly gory scene we find so-so actor Earl Boen having his teeth completely destroyed with drills and whatnot, which I guess is the absolute worst you can do when you're a killer dentist. It's a typical Brian Yuzna situation, not well written but there's gore. The plot is shoddy and at times seems to be made up on the spot but hey, it's a killer dentist movie, we've all thought of it but they did it first.\",\n",
+ " \"Going into this movie, I had heard good things about it. Coming out of it, I wasn't really amazed nor disappointed. Simon Pegg plays a rather childish character much like his other movies. There were a couple of laughs here and there-- nothing too funny. Probably my favorite parts of the movie is when he dances in the club scene. I totally gotta try that out next time I find myself in a club. A couple of stars here and there including: Megan Fox, Kirsten Dunst, that chick from X-Files, and Jeff Bridges. I found it quite amusing to see a cameo appearance of Thandie Newton in a scene. She of course being in a previous movie with Simon Pegg, Run Fatboy Run. I see it as a toss up, you'll either enjoy it to an extent or find it a little dull. I might add, Kirsten Dunst is adorable in this movie. :3\",\n",
+ " \"Meant to be some sort of a social commentary about the way that our lives were spinning out of control in the 1970's, this movie plays more like something Mr. Schlesinger threw together after having a bad day on the freeway. A mish mash of snippets about the nuts encountered along the freeway in Florida, and along the freeway of life, the cast is mostly wasted and probably ended up on the cutting room floor. The problem is that what DIDN'T end up on the cutting room floor probably should have! Now available on DVD, it's kinda fun to see a comedy that would have cost $100 million to produce had it been made in 2004. It rolls along and isn't too difficult to sit through, and, strangely enough, in 2004 we're all still pretty much just<br /><br />hopping in our cars and going faster and faster, heading nowhere.\",\n",
+ " 'This film Evil Breed: The legend of samhain contains very little thought or effort. It is ridiculed with specs of ultra fast \"slasher\" style death and plain disgusting acts of death. The acting was rated a D as the actors show very little ability, and the stupidity of them in the film is too questionable. The way they portrayed what people their ages act like was incredibly different. The odd split of porn is fit in thought it really doesn\\'t offer much, and any area that is respectable but is quite quickly run down with absolute gut wrenching death. Example is the poor fellow whom is disemboweled from his anus, and the scene lasts for about 5 minutes. It is terribly obvious of how little of a fight the kids put up. This film is a good choice for someone who likes to watch some awful deaths and practically torture.',\n",
+ " '...this is, above all else, the typical Crown International Pictures drive-in (read \"passion pit\") programmer. The 1975 Sammy Johns hit record \"Chevy Van\" is heard repeatedly on the soundtrack (this movie has even been reissued with the title CHEVY VAN), despite the film\\'s title vehicle being a Dodge. Danny DeVito makes only six minutes of on-screen appearance, but countless VHS reissues falsely credit him as the star of the flick. The movie is a comparatively sexist morality tale -- will Bobby find sexual satisfaction through the one-night-stand his customised van facilitates, or must he wait until Tina, the girl of his dreams, gives him the time of day? Still, it is representative of the prevailing carnal dream of male American high schoolers of the time, and on that basis alone THE VAN has, almost in spite of itself, become an artifact of the period that must be referenced in any honest retrospective of the period\\'s popular American cinema...',\n",
+ " \"For a feature film, the plot closely follows history--or at least historical gossip. But then the Chinese, who know the story very well from seeing it portrayed again and again, would never tolerate it otherwise. The attention to detail is wonderful, especially for anyone who has read Sima Qian's account in the Records of the Historian. Jing Ke, according to Sima Qian, did indeed make an attempt on Qin Shi Huang's life at the request of the Crown Prince of Yan before unification. Sima Qian explicitly mentions both the head of General Fan and the dagger rolled up into the map, as well as the dagger being thrown into the brass column. Although Jing Ke is described as no stranger to swordplay, he's hardly the invincible warrior portrayed by Chen Kaige. Jing Ke is indeed this film's weakest link. In reality (again, according to Sima Qian), he was a heavy drinker and put off his visit to Qin for as long as possible, spending a good deal of time with the ladies of Yan before the crown prince finally ordered him on his way. He was, in short, a human being and was not looking forward to death although he was willing to accept it. Chen Kaige's Jing Ke is afraid of death, but not his own. He is the classic ruthless killer turned disillusioned pacifist. His love (or maybe just affection) for a woman and pity for several hundred children whom Zheng had buried alive (not even two thousand years of hostile Confucian historians claimed Qin Shi Huang did this, although there is a legend about him burying 460 Confucians up to their necks and then beheading them)is enough to make this former assassin kill again. The melodrama is not convincing and the character ends up being just plain boring. The acting here isn't shabby, though not very interesting given the character. As for Lady Zhou, in all the numerous stories I've heard about Qin Shi Huang, she's never come up. Anyway, Gong Li is famous enough for Americans to have heard of her (thanks to Zhang Yimou) and there needed to be a love interest, so here she is. It's unfortunate that her performance is almost as wooden as Jing Ke's character. She's done much better (in Qiu Ju for example) at being subtle; here she just barely manages presence. But all of this is trivial compared to the extraordinary acting of Li Xuejian as Zheng himself. Qin Shi Huang is for the Chinese rather what Milton's Satan is for us: accepted as a villain, but a noble one. Qin Shi Huang's accomplishments radiate an awe all the way across two thousand years into the present and Li captures his frightening will without compromising his humanity. Li's performance is enough, but the scope of the film is grand although the photography is purposely drab. It does feel ancient. The score is adequate, scarcely moving though very appropriate to the action. Though I've only seen it once, I believe that Chen Kaige should be given more credit for his camera work than other reviewers have allowed him. The opening credits are exhilarating. If five stars its absolutely average, I given three more for Li Xuejian's acting and Chen Kaige as an actor, writer, and director.\",\n",
+ " 'Let us begin by saying that this film\\'s English title \"The Power of Kangwon Province\" is an absolute misnomer.It is because in Hong Sang Soo\\'s film,there are no actual shots of wars,troubles and conflicts.So the idea of establishing power of a province is neither suitable nor valid in the context of this film.If we were to judge this film by its Korean language title,\"Kangwon-do ui him\" is going to appear as a cryptic statement about emotional turmoils of its young protagonists whose minds are not at rest.Hong Sang Soo has also directed a highly prolific visual document about erratic choices made by people in their lives.The people in question are a couple of young girls who are constantly in the process of displaying their moods,whims and fancies. If making a film out of nothingness can be claimed as a film maker\\'s meritorious virtue then Hong Sang Soo has to be saluted as a courageous film maker whose films speak volumes about ubiquitous nothingness of human relationships,sentiments and lives.Whether one likes it or not,this is the only fair conclusion that be deduced from this particular film.',\n",
+ " \"Don't listen to the many acerbic and derisory comments heaped upon this film.....simply put, as regards ninja movies, this my friends is about as good as it gets! <br /><br />Yes it's silly, yes the acting and script are admittedly absolutely atrocious, but by gum - it's so much bloody fun! In fact, as is often the case with B-Movies, the horrendous 'acting' (which in the case of the movie in question, is truly amongst the worst I have ever had the joy to behold!) and ridiculous 'plot' actually only serve to elevate the enjoyment level ten fold.<br /><br />Obviously the fight scenes are the main attraction in this though and for the most part I'm pleased to say, they're very well choreographed, especially the final showdown (during which we witness that ninja are not ostensibly constrained by the normal laws of gravity....) <br /><br />Trust me on this, if you are a fan of ninja movies and you have not yet seen Sakura Killers, then you are truly missing out on what is in my opinion, one of the true jewels in the crown of the genre.\",\n",
+ " 'I\\'ve seen Jimmy Stewart in all the regular roles, but the \"Spirit of St. Louis\" was reported to be one of his favorites. A poor box-office performer when released, this film has been largely forgotten today. Telling the well-known story of Lindberg\\'s famous flight in 1927, Stewart seems to be badly miss-cast at first, and his well known voice never lets you forget who you\\'re watching; it feels like George Baily all over again. But Stewart obviously worked hard on the role and he does everything right, so before long you don\\'t care anymore that Stewart was 20 years older than the man he\\'s portraying. Stewart\\'s Lindberg is so gosh-darn, all-American, apple-pie likable that you get caught up in the story, and you realize that Stewart intended to portray Lindberg with all of the aw-shucks, Yankee-know-how he could muster up. Lindberg was an almost mythical hero in the U.S., and Stewart seems determined to keep up appearances.<br /><br />Flash backs are cleverly used to keep what is really a rather dull story moving along, and I was struck by the subtle references to Faith that were scattered through the film; Lindberg trying to teach a hopeless priest how to fly, only to be confronted by the priest on his beliefs, or Lindberg refusing to carry a proffered St. Christopher medal to save weight on the plane, only to find the medal hidden in his lunch bag after he\\'d crossed the Atlantic. For me, this is a film not about a man\\'s epic journey into the unknown, but his realization that this life is much bigger than the things we can see and feel.',\n",
+ " \"I went into Deathtrap expecting a well orchestrated and intriguing thriller; and while that's something like what this film is; I also can't help but think that it's just a poor man's Sleuth. The classic 1972 film is obviously an inspiration for this film; not particularly in terms of the plot, but certainly it's the case with the execution. The casting of Michael Caine in the central role just confirms it. The film is based on a play by Ira Levin (who previously wrote Rosemary's Baby and The Stepford Wives) and focuses on Sidney Bruhl; a playwright whose best days are behind him. After his latest play bombs, Sidney finds himself at a low; and this is not helped when a play named Deathtrap; written by an amateur he taught, arrives on his doorstep. Deathtrap is a guaranteed commercial success, and Sidney soon begins hatching a plot of his own; which involves inviting round the amateur scribe, killing him, and then passing Deathtrap off as his own work.<br /><br />Despite all of its clever twists and turns; Deathtrap falls down on one primary element, and that's the characters. The film fails to provide a single likable character, and it's very hard to care about the story when you're not rooting for any of the players. This is not helped by the acting. Michael Caine puts in a good and entertaining performance as you would expect, but nobody else does themselves proud. Christopher Reeve is awkward in his role, while Dyan Cannon somehow manages to make the only possibly likable character detestable with a frankly irritating performance. It's lucky then that the story is good; and it is just about good enough to save the film. The plot features plenty of twists and turns; some work better than others, but there's always enough going on to ensure that the film stays interesting. Director Sidney Lumet deserves some credit too as the style of the film is another huge plus. The central location is interesting in its own right, and the cinematography fits the film well. Overall, I have to admit that I did enjoy this film; but it could have been much, much better.\",\n",
+ " 'The only complaint I heard about this film was that it was slow. Though, perhaps this is the point. The two characters clash unforgivingly and the slow build-up of tension between them is anxiety-producing. The intricate and subtle gestures and minimal dialog take the tension to a point where an otherwise normal argument shocks the audience. Istanbul and the outskirts are dreamy, scenery captivating, and the plot is thrilling - not in that \"look, the hero blew up yet another car and he\\'s now flying with his motorcycle\" kind of way, though. I had chills down my spine as the characters moved in and out of each other\\'s spheres and watched the fog engulf Istanbul.',\n",
+ " \"SOLDIER is not as bad as many have made it out to be. I found the film to have some of the sacarstic, cynical humour like that in Paul Verhoven's Starship Troopers. The lack of dialogue and over the top action is deliberate and adds to the comic-book atmosphere.<br /><br />One particular trivia-bit stands out for me - Todd has the names of several space-war campaigns tattoo'd onto his chest and one of these battles is TANNHAUSER GATE. For the oblivious ones out there, Tannhauser Gate is mentioned in Roy Batty's elegiac last lines in Blade Runner. To imagine that Todd could have fought alongside android troops like Roy is mind boggling to say the least. Maybe script writer David Peoples was nostalgic?<br /><br />I'll give this one 3 out of 5.\",\n",
+ " 'I guess this is the first movie that made me aware of the term \"cult flick\". It is totally a bad movie, but I can\\'t help it, I like this movie. Richard Boone has made better and so has Joan Van Arc, but if you are in to staying up late and watching movies that don\\'t make you think to much this one is for you.',\n",
+ " \"Full marks for Pacino's rendering of the speech over the dead kid's coffin; Shakespeare's Mark Antony would be put to shame!!<br /><br />Was it Paul Schrader or was it Ken Lipper who should be complimented on the remarkable dialogues? They are rich and intelligent and well worth your time if you like movies with good scripts. I found the story narrative developing quite well right up to the voice-over postscript.<br /><br />There is little else to talk about in this film; even John Cusack has done better roles than this one. Interestingly, the film is very male oriented--the women are mere appendages.\",\n",
+ " 'My sisters and my cousin(female) forced me to see this chick movie. Its not the kind of movie I would prefer to see, but it really wasn\\'t that bad. I wouldn\\'t want to see this movie, but after watching it I couldn\\'t say it was bad, just not my kind of film. It was very accurate in acting out what woman really talk about and do in certain situations. As a guy, I wasn\\'t TOO amused by the jokes, but man the women sure were. They related to the movie and yeah it was funny to see themselves on the big screen. \"OH EM GEE I DO THAT TO HAHA\" I\\'ve never seen the original, nor would I care to. If you are a girl, this is a must see, but maybe girls would say this movie sucked, probably. I don\\'t see a 13 year old going, \"Wow I remember going threw that when I was 30.\"<br /><br />No man would have this in there collection, but I can\\'t say it was horrible, so meh.',\n",
+ " '*spoiler* *spoilers* *spoilers* I found the film amusing.It was weird and I enjoy it,I laughed a lot so the bottom line is that I recommend the film.However I have problems with what LaBute wanted to say.The plot is very simple.Betty(Renee Zellweger), a hard life house wife watch her husband being murdered and while having forgotten everything she had seen,she follow her \"true love\" for a soap series character,Dr. David Ravell (Greg Kinnear). Simple enough but not enough to hold a 95 minutes film. And here comes the big question.What is the film all about? The reference to \"The Wizard of Oz\" is obvious.Betty and Dorothy are both from Kansas however while Dorothy come at the end of that film to the conclusion that \"there is no place like home\", Betty doesn\\'t come to any conclusion and by the end of the film we are left wonder what has she learned from her experience and the answer is simply nothing.It seems not to affect her at all.<br /><br />Than is the film about the different between reality and fantasy? could be,but the scenes that are dealing with this subject are short and serve no more than a joke and not as a serious plot line that can take the film to other places.(and by the way \"The Truman Show\" dealt with this subject in a much better way).<br /><br />The film could be about obsession.Betty is obsessed with the soap series and Charlie(Morgan Freeman) is obsessed with Betty.LaBute show two sides of obsession and he seems to forget that obsession,in any form is dangerous,and should be condemned.He seems to have sympathy to Betty\\'s obsession because he sees it as a harmless one.<br /><br />All a long the film we have scenes that in itself could have been a subject for a whole film,but are left for us to think about without that they will have impact on the characters.<br /><br />The ending is simply a make -up that has nothing to do with what we saw before.It\\'s a shame because the film could have been sharper if he would have concentrate in one or two subjects.As it is,it\\'s about a lot but actually say nothing.<br /><br />What we are left with is the feeling that we have seen a little film,amusing and weird that could have been much much more.',\n",
+ " 'I\\'ve read some terrible things about this film, so I was prepared for the worst. \"Confusing. Muddled. Horribly structured.\" While there may be merit to some of these accusations, this film was nowhere near as horrific as your average DVD programmer. In fact, it actually had aspirations. It attempted something beyond the typical monster/slasher nonsense. And by god, there are some interesting things going on.<br /><br />Ms. Barbeau is a miracle to behold. She carries the film squarely on her shoulders.<br /><br />This is not to say that it\\'s a masterpiece. UNHOLY ultimately collapses under the weight of its own ambition. There are just too many (unexplained) subplots trying to coexist. And the plot loopholes created by time travel are never really addressed: for example, if Hope knows that her mother is evil and that she will ultimately kill her brother, then why doesn\\'t she just kill Ma in the film\\'s very first sequence? Seems like it would have beat the hell out of traveling into the future to do it.<br /><br />Still, I give UNHOLY points for trying. A little ambition is not a bad thing.',\n",
+ " \"The premise is rather original and well thought-of, but unfortunately, siding a good story is very low budget that doesn't even allow for decent special effects. Jeff Fahey does his best amongst a poor cast, as does the always beautiful Linda Hoffman. They should make more movies together. The movie, while not worth much praise, warrants at least one viewing.\",\n",
+ " 'Buster Keaton was finding his feature length voice in \"Three Ages.\" There are some fine sequences, but it doesn\\'t quite hang together. The \"chariot race\" in \"Three Ages\" is hilarious. Included are 2 shorts, one of which, \"The Goat,\" is excellent.',\n",
+ " 'Despite loving Rita Hayworth, finding the final few sequences of the film intriguing and being able to appreciate some of the subtler \"symbolic\" aspects of the cinematography, The Lady from Shanghai didn\\'t quite work for me. I had a problem with most of the performances, the script and the overall structure. And in a film that\\'s mostly people talking with each other in various situations, that\\'s quite a problem. The Lady from Shanghai ended up at a very low \"C\", or a 7, for me.<br /><br />The Lady from Shanghai is really all about Orson Welles\\' character, Michael O\\'Hara. O\\'Hara sees Elsa \"Rosalie\" Bannister (Rita Hayworth) in Central Park on a carriage ride and hits on her. Later, he saves her from a mugging and she takes a shine to him. O\\'Hara is a seaman from Ireland and the globetrotting Elsa happens to own a yacht with her husband, Arthur (Everett Sloane), a very famous and powerful California defense attorney. They talk O\\'Hara into working for them, despite his initial reservations--it seems to him, and to the audience, that Elsa is just looking for someone to have an affair with, and O\\'Hara doesn\\'t want to get involved.<br /><br />Shortly after going to work on their yacht, a strange man, George Grisby (Glenn Anders), who says he\\'s Arthur\\'s partner, shows up at a port of call and begins stirring up trouble. Eventually, Grisby asks O\\'Hara to enter into a very dubious and dangerous scheme. Foolishly, O\\'Hara agrees. Naturally it gets him into quite a bit of trouble, and eventually, a number of mysteries are revealed.<br /><br />Maybe my problems with the film lie in the fact that, so far, I\\'m not exactly a huge fan of Orson Welles, and here, he produces, writes, directs and consumes most of the screen time. I haven\\'t seen anywhere near the majority of Welles\\' work yet, but I\\'ve tended to like his later films better, when he became a bit more campy and performance-arty. I love F for Fake (Vérités et mensonges, 1974) for example, and I even kind of like his performance in Casino Royale (1967), when he bizarrely insisted on being allowed to do magic tricks at a baccarat table, but Citizen Kane (1941) never did much for me, despite giving it 3 or 4 chances over the years (including about one year ago; my rating was a low 7--the same as my current score for The Lady from Shanghai).<br /><br />Welles\\' performance and the dialogue he\\'s written for himself come across as affected and pretentious to me. He\\'s a bit of a motormouth, a bit of a boor, and a bit monotone--he tends to sound like he\\'s reading. His performance reminded me of what I\\'ve seen of Welles\\' version of Moby Dick (listed on IMDb as 1999, but \"completed\" in 1971, it can also be seen in Orson Welles: The One-Man Band (1995)), where he seems to be just reading to the camera and believing that he\\'s inherently, sublimely dramatic. I\\'m also someone who almost never complains about accents, but somehow Welles manages to make his Irish accent sound affected and pretentious to me, too.<br /><br />As for the other performances, I can only say I thought Hayworth did an excellent job. Of course she\\'s gorgeous, which doesn\\'t hurt. Plenty of eye candy here. Like Welles, Sloane also seemed a bit affected and pretentious to me--I never quite bought his character, his handicap and so on, and Anders is simply bizarre where bizarre doesn\\'t seem to fit. Welles often shoots him in close-up and Anders almost always has some over-exaggerated, manic expression on his sweaty face.<br /><br />Structurally, The Lady from Shanghai is very uneven. The first 50 minutes or so are extremely bland and soap-operatic, although the soap opera ministrations tend to be approached from a tortuous oblique. Once Grisby introduces his scheme, things pick up a bit, and mostly improve as we near the end. But by the time The Lady from Shanghai becomes a crime/mystery film, it\\'s too little too late, and it quickly turns into a courtroom drama before the sudden, thrilling ending that comes almost out of nowhere and is over far too quickly for its relative excellence.<br /><br />The ending is more action-oriented, less-dialogue heavy, more varied and exotic in settings, and at times, fairly abstract. Welles handles that combination of material skillfully as a director. If The Lady from Shanghai would have been a largely a combination of the crime/mystery stuff and the arty ending, it could have easily been at least a 9. The final scenes are easily 10s, as Welles shifts from a Hitchcockian suspense scene in a San Francisco Chinese opera house to another suspense scene in a Chinese amusement park. The funhouse climax uses cinematography that was experimental for its time. It\\'s well integrated with the script, as it allows a complex resolution and fuels a lot of symbolism.<br /><br />The cinematography throughout is interesting, even if it usually can\\'t make up for the problems in the foreground. Welles blocks scenes with skill. There are lots of attractively filmed settings, from Central Park to Acapulco to various San Francisco locations. Welles effectively creates symbolic backdrops for his action, from the emphasized heights and precipitous drops of Acapulco to the maze-like Caribbean streets, the beautifully framed and silhouetted shots of the San Francisco Aquarium, and so on. The romance material, for which the Aquarium serves as one backdrop, is interestingly tempered with a kind of unease throughout the film, but on the other hand, that makes the romance never quite work as romance.<br /><br />Surely serious Welles fans will appreciate The Lady from Shanghai much more than I did, and of course it\\'s worth a watch if you love Rita Hayworth. The Lady from Shanghai isn\\'t exactly a terrible film, in my view, but it\\'s dangerously close to not \"passing\". Proceed with caution.',\n",
+ " \"This film proves you don't need a Hollywood budget to make something fun to watch. What stuck with me is how the crew from different locations was able to pull together with no promises of riches to make something just because they believed in it. I think anybody who makes low budget movies can relate to certain scenes such as actors who just can't get that one line, being bothered by the police, and having most of the crew disappear after the first week. Nobody got paid for this which says a lot for the people who had to travel cross country and for the long hours spent editing. After watching Stuie sell his personal property, use his own money, and trash his house to make the movie I am a bit curious how close his wife may have come to leaving. Good job to all.\",\n",
+ " \"So, Todd Sheets once stated that he considers his 1993, shot-on-video Z-epic, Zombie Bloodbath to be his first feature film. Anyone who's ever seen a little beauty called Zombie Rampage knows exactly how untrue that statement is. I mean, what makes this one that much more superior? Well, then again, Zombie Rampage doesn't include that mullet guy, now does it? <br /><br />For one to comprehend exactly why Zombie Bloodbath is actually considered worth a damn, one must remember what the 90's were like for lovers of bad horror. A decade that all but said goodbye to B and Z-cinema as we knew it. Technological advances, awkward trends, and the internet would abolish the mysterious charms of the s.o.v.'s big-boxed golden years. And anything remotely resembling quality schlock was all too self-aware for it's own good, basically defeating the purpose. Luckily, not everyone changes with the times. Enter Zombie Bloodbath.<br /><br />And I guess this is the part where I explain the same exact premise from 500 other zombie flicks from the last 40 years. Alright, so, Some kind of accident at a nuclear plant infects everyone in sight, turning them into flesh-eating zombies, who go on a rampage, inflicting some of the most gruesome, yet humorous gore-scenes of the 90's. The first 20 minutes are cluttered with the most awkward-sounding conversations you could imagine. Conversations that let you know that this isn't just a low-budget zombie flick, this is a Z-grade disasterpiece, fella. plenty Hysterical, non-existent acting to go around, and that goes triple for Mr. Mullet. That guy is truly the highlight of the night.<br /><br />The fact that Todd Sheets seriously considers Zombie Bloodbath to be THAT superior to Zombie Rampage, amuses me to no end. I mean really, both are complete jokes on celluloid, but then again, so is Redneck Zombies, so, obviously Todd Sheets is in the company of awsomeness. By 1993, a movie this bad would no doubt, be a full-blast spoof, but Mr. Sheets stands his ground, giving us some good old fashion schlock, the way it was meant to be, unaware, clueless, and pointless. God bless Todd Sheets. For anyone seeking surprisingly worthwhile 90's B-Horror, Leif Jonker's Darkness should be at the top of your list. As for Zombie Bloodbath, if you're a gorehound who got bored sometime around 1990, then '93 would be the perfect time to pick up. 8/10\",\n",
+ " \"This movie has become an iconic stand-in for what is great about America. <br /><br />Fame is famous for its music and performances. There are several standout actors, singers, and dancers, including Irene Cara, Paul McCrae, Anne Meara*, and the superb Gene Anthony Ray. <br /><br />The plot is not the movie. It follows an interesting format ... but, it all really ends in a kind of mush.<br /><br />Where Parker succeeds is in pushing this movie into periodic overdrive - with the extremely poignant, sometimes beautiful and outright campy music score & performances.<br /><br />The film's climax is a song-dance fest of musicians,dancers, & score by Christopher Gore. A wonderment to behold. <br /><br />* An interesting note about the magnificent and superbly talented Anne Meara ... sometimes talent must reside in the genes ... Ms. Meara is married to one Jerry Stiller and is the mother of Ben Stiller ...\",\n",
+ " \"The nearest I ever came to seeing this was a clip shown at a Gerard Philippe exposition in Paris about two years ago. I had no interest in the remake and having just caught up with the original just over half a century after it was made I can only conclude that the inept fencing was intentional, aimed at a long obsolete target. Hollywood had been doing realistic sword fights since the 30s when the greatest of them all, Basil Rathbone, crossed foils with Errol Flynn and others so the technique was available and so that leaves only satire. After a while you don't notice and revel in the Henri Jeanson dialogue reminiscent of the Prisoner Of Zenda, both versions. Gerard Philippe certainly had the presence to bring off a role like this and Gina Lollabrigida was probably a tad better than Martine Carol, the other obvious candidate at the time. The print I saw was particularly bad and at one point broke down completely so maybe a DVD version would enhance it.\",\n",
+ " 'This is definitely one of the ultimate cult classics, and is a must see for all psychotronic fans. Why? It has everything a great 70s exploitation film should have. Over-the-top dialog, bad acting, enthusiasm, sex, sleaze, political incorrectness, violence, and many other elements of a good cult classic are included. In other words, Dolemite is a must-see.<br /><br />As with a lot of these films, the plot makes little to no sense. What I picked up from it is that pimp-hustler Dolemite got framed up for having stolen furs and half a million dollars worth of narcotics. While he was doing time, his arch nemesis Willie Green (the same man who framed him) took over his nightclub. However, the sympathetic warden (the only white character in the whole movie that isn\\'t completely evil or incompetent) decides to spring him free to stop the evil Willie Green and his drug trafficking. Luckily, he knows kung fu, as does about 50 to 75% of the characters in this film do. And even more luckily, while he was locked up, the madam Queen Bee sent all his \"hoes\" to kung fu school. With this army of kung fu fighting \"hoes\" (his words, not mine) on his side, he plans to take back the nightclub from Willie Green. However, two racist white cops try to frame him up again and have him thrown back in jail.<br /><br />As I said earlier, don\\'t try to follow the plot. I\\'ve seen this movie about five times and there are many elements that seem to have no connections to anything else. Supporting characters wander in and out of the film. I\\'m still attempting to figure out what was up with Reverend Gibbs, the Mayor, and the Hamburger Pimp. Who cares ultimately? The scenes with these characters are all priceless. As for the dialog, its horrible with even worse delivery. Since Rudy Ray Moore was originally a comedian, I begin to wonder if this film was meant to be a spoof or a serious action film. It seems he couldn\\'t decide which one. Lines such as \"Yeah, I\\'m so bad, I kick my own ass twice a day\" call for further investigation. Either way, the film is hilarious, and the plot has more holes than a swiss cheese factory. Another hilarious element is some of the most unerotic uses of sex and nudity ever in film. Actors that you would never want to see naked get naked (including the Mayor and Queen Bee). Not to mention the fact that the boom mic seems to show up in every other scene.<br /><br />Most of all, Moore shows incredible enthusiasm. He seems to be having a generally good time and is certainly charismatic. His comedy raps proved to be a huge influence on latter day gangsta rap, including Dr. Dre who sampled him on his groundbreaking 1992 album \"The Chronic\". As technically inept as the film is, it is culturally influential. Even more important, it is an all around good time. The biggest crime an exploitation film can commit is being boring, and this for all its flaws is quickly paced and entertaining. In other words, if you dig this kind of film, you\\'ll love \"Dolemite\". If you don\\'t dig it, you\\'re a \"no-business, born-insecure, jock-jawed motha-f***a!\" (7/10)',\n",
+ " 'First of all , you should watch this only if you don\\'t mind the lack of subtitles , pornography , kinky sex and utter , horrifying and truly shocking depravity . I mentioned kinky sex , but to call sex in the second half of the movie \" kinky \" would be a great understatement . It\\'s more like a punch in the face if you aren\\'t prepared for this sort of sickness . That being said , I can go back to reviewing this morbid piece of pseudo - snuff genre brought to us by our fellow Japanese .<br /><br />The plot seems to be fairly basic , almost nonexistent : a girl is hired to perform in amateur porn movie . Don\\'t expect much in first 30 - 40 minutes . There is some dialog - if you don\\'t speak Japanese it\\'s not going to mean much to you - that seems to be an occasional chatting between the girl and the crew & performer , then there is some porn ( straight sex ) , and after the scene is finished the performers and the crew take a break . And then ... it starts to happen .<br /><br />It seems that the girl is talked into performing one more scene - this time tied with the rope . The abuse begins : whipping , slapping , hot wax ... In the end , girl breaks down and cries . They untie her .<br /><br />Then we see performers and crew sitting at the table as if nothing had happened - except for the girl . She is visibly shaken and looks like she wants to leave . She walks to the door , sits on the floor to put her shoes on ... and that\\'s when hell breaks loose .<br /><br />She is hit in the head with the baseball bat , her wound is treated , she is tied to the bed . What ensues can be briefly described ( I\\'m not going to spoil everything for you ) as rape during dismemberment . Think of \" Flower of flesh and blood \" , mix it with porn and you will get the idea .It goes on for about 20 minutes or so . SFX are very good , makeup too . Everything is shown , with no mercy for the viewer . You have been warned .<br /><br />I thought \" Visitor Q \" was a very sick movie . After watching \" Niku daruma \" it looked like a fairytale to me .This movie is so sick , so depraved , so twisted , so disgusting that the harshest words pale in comparison to it\\'s finale . Too bad it\\'s released only on VHS so there are no subtitles available . But the movie still works without them . So , if you are into ultra sickness , extreme sadism and other beauties of this beloved genre , check this out . I hope you won\\'t have nightmares .8/10 .',\n",
+ " \"I caught this film late on a sat night/ Sunday morning with my brother. We had been drinking. This is one of the best films for ripping apart I have ever seen. From the 'luxury' ocean liner actually being a 'roll on, roll off' ferry, complete with cast iron everything to the doors with adhesive stickers saying staff, then seeing the same door being used for something else in another scene - this film rocks!! The continuity is so poor you cant help but notice it, it slaps you in the face with the holes. In the final scene he jumps off a life boat with the ferry in the distance. Cut to his son and new girlfriend (The ships PR director who knows kung-fu and used to be in the police but was dismissed for doing things her way - true)on the ferry going very fast away from the explosion. ......Then the dad is there hugging them. HoW???? Who cares, its magic. There is not one redeeming feature to this film. The casino is the size of a large bedroom with one casino table. when being chased by the villains there is only One place to hide, you've guessed it. Enter the villains who, instead of checking under the One table, proceed to shoot up four fruit machines and a little corner bar (a corner bar in the casino - fantastic). They walk straight past the only hiding place thus allowing our Casper to get around them and 'take them out'.<br /><br />Get some mates over, get a few drinks in, put this film on and howl.\",\n",
+ " 'First, this is a review of the two disc set that came together with the \"Wonderland\" DVD rental.<br /><br />The two movies included with the rental, \"Wonderland\" and the Johnny Wadd documentary, totally obliterate the myth created by \"Boogie Nights\". That myth being that the characters involved in the adult movie trade were considerably more than slimy lowlifes that would do anything for money, basically denying that they were anything other than detestable self-centered whores. This is amazingly similar to what the book \"Wiseguy\" and the movie \"Goodfellas\" did to \"The Godfather\" fable and most of the rest of the gangster romanticism lore.<br /><br />Now, what irritated me most while watching these movies, and will probably irk anyone who saw and liked \"Boogie Nights\", is how foolish and gullible supposedly educated and sophisticated people can be. \"Dirk Diggler\" in \"Boogie Nights\" is without a doubt John Holmes, who unlike \"Dirk Diggler\", had no redeeming quality. Holmes was a criminal sociopath who abused anyone close to him, was totally consumed by his quest for self-gratification, and was without a doubt a key participant in the brutal murders on Wonderland Avenue in Los Angeles in 1981. The movie lays bare the big lie that \"Boogie Nights\" was, and reinforces the Linda Lovelace description of the cruel and pathetic business that is known as the adult film entertainment industry. This should be required viewing, both features on the \"Wonderland\" DVD, for anyone who had any positive opinions on the story in the movie \"Boogie Nights\".',\n",
+ " \"WAQT is a perfect example of a chicken soup not exactly for your soul. The broth unfortunately has lost its actual taste thanks to all the excess dilution and garnishing that went into its making.<br /><br />What's surprising and disappointing about WAQT is that it comes from a director who stayed away from the usual clichés of Hindi cinema in his first venture but who in his second outing gives in for all the stereotype film formulas. While Vipul Shah had the conviction to show something as implausible as blind men robbing a bank in AANKHEN, he just fails to induce life in the entire packaging of WAQT that is based on something as conceivable as a father-son relationship. Adopted from a Gujarati play Aavjo Vhala Fari Malishu, WAQT does have a sensible storyline with a social message to back up. A mature look on the father-son relationship, a father's unconditional love towards his son and a son's responsibility towards his family. Ishwar Chand Sharawat (Amitabh Bachchan) who has established his entire empire on his own from the scratch leads an affluent life with his wife Sumitra (Shefali Shah). Their only son Aditya (Akshay Kumar) never had the need to strive for anything since he got everything tailor-made and spoon-fed in life. Ishwar's pampering has only spoil him all the more.<br /><br />Aditya dreams to turning into a superstar but does nothing to make his dreams come true. In the meanwhile he marries his ladylove Mitali (Priyanka Chopra). Ishwar hopes that marriage will make Aditya a more responsible man but he is disappointed. Aditya is still at his blithe best leading a carefree life.<br /><br />The endurance limit finally collapses when Ishwar expels Aditya from his house. The sudden change in the attitude of his affectionate father towards him and his now expecting wife baffles Aditya. He has no option left but to strive for the livelihood of his wife and his unborn kid. He starts turning into an independent man but the rift in the relationship between him and his father grows.<br /><br />The story is simplistic while the uncomplicated screenplay has a very elementary approach. One can easily identify and relate with the credible characters of both the father and the son. If you are not one of the two, you at least might have come across individuals like them somewhere in real life.<br /><br />Add to it director Vipul Shah's easy handling of the screenplay. With a family affair like this, any other director in his place would have added in tons of melodrama in the proceedings as per the cinematic laws of Bollywood family dramas, turning the film into a compulsive tearjerker. However Shah excels in the effortless handling of emotions for most part of the film.<br /><br />Clear-cut example of his unpretentious direction is palpable in the pre-interval scene where the father expels the son from his house in a rather frivolous manner. The purpose of the scene is achieved without blotting a brunt on the audiences' brains. Ditto for the scene in the second half wherein the now separated father son have a flippant conversation. That's what differentiates WAQT from a KABHI KUSHI GHUM or an EK RISHTAA and in fact places it one level high in terms of treatment.<br /><br />But after gaining all the distinction points, one may wonder where does WAQT still fail in? The problem lies in the fact that while WAQT distinguishes itself from the others in it's league in terms of treatment, it gives in to the glitches in the terms of packaging. What with the director forcing in song-n-dance every now and then in the first half. There's a Johar kinda shaadi song, a Chopra kinda Holi song, a father son disco dandia song, a dream song and a dream come true song inducing sufficient yawns in the viewer. Picture this... the father has just ousted the son from his house and the son is dreaming of a song in Moroccan mountains with his wife. Out of place! Out of reason! and the audience Out of seat.<br /><br />The film just drags in the first half and the actual story starts only in the second half. The director has wasted too much WAQT on unnecessary elements. The much talked about dog chase sequence isn't bad but is not redeeming either. However Akshay Kumar's taandav dance is simply ridiculous. Imagine he qualifies for the star hunt in the movie with this (unintentionally) hilarious histrionic. Add to it the climax set at the finals of the star-hunt where the son bursts out with emotions. That's so archetypal! Also the editing pattern could have been reversed to conceal the father's reason for the change in attitude towards his son.<br /><br />Anu Malik's music is fine though unnecessary in the proceedings. Santosh Thundiiayil's camera-work is competent enough though not much demanding. Aatish Kapadia has come up with some good dialogs for dramatic moments.<br /><br />Boman Irani and Rajpal Yadav make up or the light moments in the film very efficiently. While Rajpal Yadav has been going overboard with his comic histrionics in many films off lately, this time he underplays his character and is completely restrained. His deadpan expressions are perfectly complimented with Boman's over-the-top histrionics.<br /><br />Shefali Shah is convincing in the mother's role. Not to be taken as a censure but she is flawless in both playing and 'looking' her character. Priyanka is gorgeous and performs her part well.<br /><br />Of course the major applause deserves are Akshay Kumar and Amitabh Bachchan. Akshay is especially expressive in the scene where his doting father intentionally berates him to make him aware of his responsibilities. Though Bachchan goes a bit dramatic in a couple of scenes, his brilliance strikes throughout the film.<br /><br />To sum up, WAQT is like a soup whose ingredients are both tasty and nutritional but the final recipe somehow isn't as much appetizing.\",\n",
+ " 'After, I watched the films... I thought, \"Why the heck was this film such a high success in the Korean Box Office?\" Even thought the movie had a clever/unusal scenario, the acting wasn\\'t that good and the characters weren\\'t very interesting. For a Korean movie... I liked the fighting scenes. If you want to watch a film without thinking, this is the film for you. But I got to admit... the film was kind of childish... 6/10',\n",
+ " \"This was the first movie that Joan Crawford and Clark Gable made together and they would go on to make several more. Crawford stars a young rich girl who's father is wiped out in the stock market crash and there is nothing left for her and her brother. They have never worked before and the brother, William Bakewell, gets a job with Gable, who is a gangster and Bakewell thinks it will be an easy job but gets in over his head pretty quick. Crawford becomes a reporter at a newspaper but wants to work on the big stories but is given worthless stuff to work on. Their is a massacre in which several of Gable's men are killed and Crawford was a witness to the whole thing. It's a good movie but not one of their best.\",\n",
+ " 'Just two comments....SEVEN years apart? Hardly evidence of the film\\'s relentless pulling-power! As has been mentioned, the low-budget telemovie status of 13 GANTRY ROW is a mitigating factor in its limited appeal. Having said that however the thing is not without merit - either as entertainment or as a fright outing per se.<br /><br />True, the plot at its most basic is a re-working of THE AMITYVILLE HORROR - only without much horror. More a case of intrigue! Gibney might have made a more worthwhile impression if she had played Halifax -investigating a couple of seemingly unconnected murders with the \"house\" as the main suspect. The script is better than average and the production overall of a high standard. It just fails to engage the viewer particularly at key moments.<br /><br />Having picked the DVD up for a mere $3.95 last week at my regular video store, I cannot begrudge the expenditure. $10.95 would be an acceptable price for the film. Just don\\'t expect fireworks!',\n",
+ " 'I couldn\\'t believe that the Adult Swim guys came up with this character. I laughed for days just thinking about this show. Having finally seen the pilot I guess I will stick around for a few more episodes. Assy is pretty funny and the whole crew of police show characters are around, but Assy is hard to understand and that was a little frustrating. Most of the humor revolves around the fact that the title character is literally a walking ass with nothing else but legs that sport socks with garters and feet with traditional wing tips. Assy drinks too much and \"plays by his own rules\" as you might have guessed. The only other funny moments are Assy shooting many,many people and spending time at home - in the bathroom. It is not Squidbillies funny, but it is worth a look.',\n",
+ " 'Victor Sjöström was quite the master in this film, having starred in it, directed it and even wrote the screenplay! That\\'s pretty amazing. While today few have any idea who Sjöström was, he might be familiar to Ingmar Bergman fans as the star one of Bergman\\'s most acclaimed films, WILD STRAWBERRIES.<br /><br />As far as this film goes, it\\'s a very mixed bag. On one hand, you have to respect it because for 1921, it\\'s a very good film. The idea of the Grim Reaper sitting down with a dead man to discuss his wasted life is pretty imaginative. Plus, the special effect of the Phantom Carriage is pretty convincing and technically speaking this is a well-crafted film. On the other hand, it\\'s an amazingly dated and preachy film--more like something you\\'d expect to be shown in Sunday School instead of in an honest to goodness theater. Plus, some of the story elements just don\\'t make sense. Instead of coming off as dedicated or good, the dying Salvation Army worker seems like a sap--a very sad and confusing sap. Why is she \"in love\" with this man? Am I missing something?<br /><br />So, my recommendation is that if you are insanely in love with silents (like me), then by all means watch it. But, if you aren\\'t a silent fan, this film might do nothing to convince you that this style film is brilliant because the story is so overly melodramatic and dated.',\n",
+ " 'The first film had little ambition so nothing sticks to the screen. It was a bad version of \\'Back to the Future\\' with zero charm. Once accepted that Bill & Ted are nitwits, the joke can only get hammered at the audience for so long before it breaks.<br /><br />This is a surprise. This is your only spoiler warning...<br /><br />By today\\'s standards, this is more fun. This was shunned upon release, sad considering that more talent is involved than the first time. We get the photographer of \\'Face/Off\\', the editor of \\'Fugitive\\', a production designer from Burton\\'s early work, and the sound designer of \\'Matrix\\'.<br /><br />The writers made up for their shallow first outing with something deep. Since this was shunned by the fanbase and public, the director probably decided the style was too extreme. It\\'s not, it fits the material. Like \\'Death Becomes Her\\' and \\'Catch-22\\', this dares to be smart, but we like our movies \"simple\" so we don\\'t buy it. Probably since this dared to be different is why it took 12 producers to pull it off. What\\'s so good?<br /><br />--Nice self-reference towards Keanu; from airhead to Messiah. See also Arnold Schwarzenegger.<br /><br />--Joss hates his creations as much as he hates their counterparts, he makes his own hatred. The Evil B&T and the \"good robot usses\" have the same vocabulary as their originals: lesser copies and depreciation of language.<br /><br />--The \"duality\" motif. Nowhere else is this evident than in the photography styles, lots of high and low angles. They even use Roy Brocksmith from \\'Total Recall\\' to emphasize the point.<br /><br />--The \"choices\" motif. I don\\'t know where this started in the genre (maybe \\'Ghostbusters\\'), but it\\'s used pretty well here. It even boils down to the 7 games against death--Battleship and Club.<br /><br />--Film self-reference, even present in the game against Death (Clue). This is smarter than Tarantino or Brooks. Notice the Premier magazine cover at the end: \"Bill and Ted: The Movie.\" Ironic also how Death and Nomolos were villains in the \\'Die Hard\\' and \\'Lethal Weapon\\' sequels.<br /><br />I still have some minor nits, but nothing compared to the original. Music and film are different mediums so it makes no sense why many scripts revolve around the former--particularly in the teen market. Carlin is a great comedian, but in these movies he\\'s wasted. Also, for all the daring this effort shows, even cracking gay jokes, they can\\'t kill a cat?<br /><br />So, despite looking like a Nickelodeon production, this is incredibly interesting. From this movie we got Beavis and Butt-Head. \"We\\'re in Heaven and we just mugged three people.\" <br /><br />Final Analysis = = Midrange Material',\n",
+ " \"Great cult flick for MST-3K types: Richard Boone is a mess -- bad hair, arthritis, even his dark glasses aren't right; about as good as a bad dino-flick can get... actually, that charging saber-toothed Styracosaurus was pretty cool -- maybe Spielberg should take a couple of notes from that one.\",\n",
+ " \"When i heard about this movie it was supposed to be the funniest thing i've ever seen, Yes it was funny. I mean i liked it all until the end where...........Oh no i can't tell u should it for yourself. It is funny except. The vulgar language. That's why i say if u like movies that r funny in sexual ways watch it , but if not don't waist ur money on renting it or buying it.\",\n",
+ " \"WWE has produced some of the worst pay-per-views in its history over the past few months. Cyber Sunday, Survivor Series and December to Dismember were appalling to say the least and so it was relying on its B brand show, Smackdown! to attempt to end the year on a high note. Armageddon had two major gimmick matches in the Last Ride and Inferno matches, three Championships were on the line and an interesting main event in the shape of a tag team war featuring Batista and John Cena against King Booker and Finlay. However, it was an amendment to one of those Championship matches that brought us not only the match of the night but also now a match of the year candidate when Teddy Long gave us fans an early Christmas present. T-Lo changed the WWE Tag Team Championship match from Champions, London and Kendrick against to Regal and Taylor to a four team Ladder match including MNM and The Hardy Boyz.<br /><br />I am not going to dwell on this match too much as nothing I can say would be able to do it justice. This has to be seen to be believed. There were many high spots and many more brutal bumps and awkward landings. The one move I have to talk about however was the one that took Joey Mercury straight to the emergency room midway through the contest. Jeff Hardy jumped onto a ladder that was set up in the see saw position with Matt Hardy holding both members of MNM over the opposite end of it to take the full force. Unfortunately for Mercury he didn't get his hands up to protect his face and took the ladder full force in the nose and left eye. This was vicious. His face was instantly a mess for all to see and not surprisingly this ended Mercury's night early. We found out later he suffered a broken nose and cuts under his left eye. Be warned. This is not for the faint of heart. The ending to this roller-coaster of a match came after Paul London managed to grab both Championship belts for the victory. I have been watching wrestling for almost 15 years and it doesn't get any better than this match. Unbelievable.<br /><br />The night opened with only the 4th ever Inferno match. Kane took on MVP in a good match but it was all about the visual and not really about the action. There were a few close calls with the flames for both competitors but in the end it was Kane who forced MVP onto the flames after they both ended up outside the ring. MVP ran around the ring whilst his butt was on fire and there was a sick part of me that laughed watching this. May I suggest to Michael Hayes that MVP comes out next week on Smackdown! to Johnny Cash's Ring of Fire.<br /><br />The other gimmick match of the night, and the second match of a triple main event was an all out war Last Ride match between Mr Kennedy and The Undertaker. This was a stiff match from start to finish and was the best of the series Undertaker and Kennedy have had yet. The used poles, chairs and one scene had The Undertaker thrown 15 feet from the Armageddon set onto what was suppose to be the concrete floor. Unfortunately it was plain to see that this was nothing but a crash mat and crowd didn't pop for this. The ending came after a chokeslam by The Dead Man to Kennedy on top of the hearse followed quickly by a match-winning tombstone.<br /><br />In other notable happening from the card. Chris Benoit defeated Chavo Guerrero by submission in another stiff match. This was a very good bout with Benoit hitting 8 German suplexes on Chavo at one time. Benoit was also considering whether to put Vikki Guerrero in the sharpshooter or not. Luckily he came to his senses and let her go. This led to Chavo attempting the roll up only for it to be countered into the sharpshooter for the submission.<br /><br />Another cracking match on the card was the Cruiserweight Championship contest between the longest reigning Champion in WWE, Gregory Helms and Jimmy Wang Yang. Featuring a lot of high flying and dangerous spots, some of which took place outside the ring, this was a match much more deserving of the crowd response than what it got. JBL put it best when he berated the fans in Richmond, Virginia for sitting on their hands during this one and at one point even started a boring chant. Helms picked up the duke after a jawbreaker type manoeuvre with his knees to Smackdowns! resident redneck.<br /><br />The Boogeyman pinned The Miz in a worthless match. I hate The Boogeyman with a passion. Only worth listening too for JBL's ranting about Miz. JBL is comedy gold.<br /><br />The last match of the night was main event number 3. World Heavyweight Champion, Batista and WWE Champion, John Cena teamed up to take on Finlay and the Champion of Champions, King Booker. There was no way the match could top the Tag Team Championship match from earlier on but it entertained none the less. The match would have been more memorable had it been given an extra five to ten minutes but how many times have I said that about WWE matches this year already. It was King Booker who was pinned at the end of the match after a big Batistabomb.<br /><br />So 2006 is over for the WWE in regards to it's pay-per-view schedule. It started the year on a terrible note with New Year's Revolution but ended on a high one with Armageddon. This Ladder match will long be remembered as one of the greatest ladder matches of all time. My hat is off to all eight competitors who but their bodies on the line to give the fans one hell of a match.\",\n",
+ " \"What can you say when you see a good French movie which tries to draw a suspenseful story in line with the social background of the characters? The major point is we believe in those characters and once they've met each other we want them to stay together. It's simple and really efficient. The background story is less important. Why does the screenplay go on the side of a half-developed thriller? It helps not to get stuck in those social demonstrations most French film-jerkers like to make. Not too much ambition, right: Sur mes lèvres is only an entertaining French film with good characterization.<br /><br />For all the clever noir points in the screenplay the end is by far too easy. It goes quite as easy as in Rear Window (an obvious reference and definitely not a noir film) but with a less compelling context. Where I am amazed it's to see that the character of the probation officer has not been erased. He brings very little to the story; when he appears alone we wonder if we've not missed a part before. Jacques Audiard is not a new-comer yet. Strange and weird.\",\n",
+ " 'Somerset Maugham\\'s characters are brought to life in RKO\\'s \"Of Human Bondage\"; but the movie is a too skeletal version of the novel, with Bette Davis\\' star-making performance sucking up all of the energy. Otherwise, it\\'s the story of Leslie Howard (as Philip Carey); he dreams of becoming a painter, but is told he has no talent for the arts. As the film progresses, Mr. Howard\\'s struggles, instead, to become a doctor. His efforts seem to indicate some bad advice regarding the arts; though successful in medicine, his painting seemed easier - also, note the symbolism of his disability, a \"club foot\" (explained in the film).<br /><br />Along the way (right away, in this version), Howard becomes infatuated with waitress Davis (as Mildred Rogers). Davis\\' characterization of \"Mildred\" is extraordinary, culminating in a spectacular speech, when she tells Howard, among other things, that she had to \"WIPE MY MOUTH!\" after kissing him. Howard also performs well, but the story fails to explain his prolonged fascination and love for Davis; so, their performances are wasted. <br /><br />Still, a film to watch for the acting, including some good supporting players. Bette Davis\\' characterization was famous for inspiring a \"write-in\" campaign for the 1934 \"Best Actress\" Academy Award. For the record, she placed third. The results were: <br /><br />1. Claudette Colbert - \"It Happened One Night\" <br /><br />2. Norma Shearer - \"The Barretts of Wimpole Street\" <br /><br />3. Bette Davis - \"Of Human Bondage\" <br /><br />4. Grace Moore - \"One Night of Love\" <br /><br />******* Of Human Bondage (6/28/34) John Cromwell ~ Leslie Howard, Bette Davis, Reginald Denny',\n",
+ " \"I thought the racism and prejudice against Carl Brashear was grossly overdramatized for Hollywood effect. I do not believe the U. S. Navy was ever that overtly racist. I cannot imagine a full Captain, the Commanding Officer, ever telling his Chief to intentionally flunk anyone. Certainly not at the risk of his life. And there has never been a Chief Petty Officer as unabashedly prejudice against everybody but WASPs as DeNiro's character. No Chief as slovenly and drunken as he was played would have ever risen to Master Chief in the first place. Cuba Gooding saved an otherwise badly done movie.\",\n",
+ " 'This film seems to be well remembered as the time Tom & Jerry signed a peace treaty. Things are idyllic for a time but, predictably, it goes sour. Probably the most memorable moment was the endless fight involving a pipe, a frying pan, and a baseball bat that the two plus Butch the dog engage in at the beginning and end of the short. I enjoyed one a bunch and you should try to catch it on Cartoon Network.',\n",
+ " '**SPOILERS AHEAD**<br /><br />It is really unfortunate that a movie so well produced turns out to be<br /><br />such a disappointment. I thought this was full of (silly) clichés and<br /><br />that it basically tried to hard. <br /><br />To the (American) guys out there: how many of you spend your<br /><br />time jumping on your girlfriend\\'s bed and making monkey<br /><br />sounds? To the (married) girls: how many of you have suddenly<br /><br />gone from prudes to nymphos overnight--but not with your<br /><br />husband? To the French: would you really ask about someone<br /><br />being \"à la fac\" when you know they don\\'t speak French? Wouldn\\'t<br /><br />you use a more common word like \"université\"? <br /><br />I lived in France for a while and I sort of do know and understand<br /><br />Europe (and I love it), but my (German) roommate and I found this<br /><br />pretty insulting overall. It looked like a movie funded by the<br /><br />European Parliament, and it tried too hard basically. It had all<br /><br />sorts of differences that it tried to tie together (not a bad thing in<br /><br />itself) but the result is at best awkward, but in fact ridiculous--too<br /><br />many clashes that wouldn\\'t really happen. Then the end of the<br /><br />movie--the last 10 minutes--ruined all the rest. Why doesn\\'t Xavier<br /><br />talk to the Erasmus students he meets back in Paris? Why does<br /><br />he just walk off? Why does he just run away from his job, is that<br /><br />\"freedom\"? And in the end, is the new Europe supposed to rest on<br /><br />a bunch of people who smoke up and shag all day? Is this what<br /><br />it\\'s made up of? <br /><br />Besides, the acting was pretty horrible. I can\\'t believe Judith<br /><br />Godrèche\\'s role and acting. Why was she made to look like<br /><br />Emanuelle Béart so much? At first I thought Xavier was OK but<br /><br />with retrospect I think he was pretty bad. <br /><br />And that\\'s all really too bad, because technically (opening credits,<br /><br />scenes when he\\'s asking what papers he needs) it was really<br /><br />good (except for sound editing around the British siblings), and the<br /><br />soundtrack was great too. So the form was good, but the content<br /><br />pretty horrible.',\n",
+ " 'The pre-release version of 1933\\'s \"Baby Face\" would make an ideal introduction to a corporate seminar on sexual harassment. Mentored by a Nietszchean professor, Lily Powers rises from a life of easy virtue at her father\\'s speakeasy to a rapid climb up the corporate ladder at a large bank. Because each rung of the ladder is an executive with his brain below his belt and his ethics locked in the vault, the film has no victims, except Lily\\'s childhood, which was destroyed by an abusive exploitative father. The destructive relationship with her father suggests Lily\\'s hidden motive for using men to advance without regard for their fate. While Lily is cynical and obvious in her approach, the men she targets willingly betray wives and fiancés to trade jobs for sexual favors. Perhaps the bank failures in the 1930\\'s owed less to economics than to morally corrupt executives distracted by ambitious women.<br /><br />The plot moves fast, and the camera amusingly moves from window to window up the façade of the office building as Lily climbs ever higher. Barbara Stanwyck reveled in tough hard-bitten roles, and she is in top form here. Sentiment does not intrude when she is ready to climb the next rung. Only her African-American confidante, Chico, receives Lily\\'s affection, trust, and loyalty. In more enlightened times, the fresh natural beauty of Theresa Harris, who plays Chico, would have had the men throwing the furs and penthouses at her. Stanwyck often appears overly made-up and stiffly coiffed in comparison to Harris. However, despite Stanwyck\\'s tough demeanor, obvious tactics, and artificial visage, she manages to leave a trail of duped and seduced men, including Douglass Dumbrille, Donald Cook, and a young John Wayne.<br /><br />The preferred version of \"Baby Face\" is the 76-minute restored cut. The edited release version of the film shyly turns from the hard facts, which the longer cut restores and makes explicit. Perhaps Darryl Zanuck, who wrote the story under an assumed name, intended a lesson by quoting from Nietszche, whose views on women were controversial. However, despite Alphonse Ethier\\'s lectures and advice not to be defeated by life, Lily\\'s grab for power and money likely owed more to her upbringing and her father than to her professorial mentor. However, the philosophy is but a distraction. Short, fast paced, and entertaining, \"Baby Face\" is as contemporary in its morality as \"Wall Street.\" Substitute Gordon Gecko for Nietszche, and Lily could have declared her guiding philosophy to be \"greed is good.\"',\n",
+ " 'I could not take my eyes off this movie when it showed up on cable. The dialogue and costumes are of a quality most readily associated with soft-core porn. In this case the expedient plot serves as a vehicle not for sex but for serial thrashings with nunchuks. (Perhaps for sex as well, but not on Indian TV, anyway.)<br /><br />Not being a fan of the genre I couldn\\'t place Jeff Wincott, and had no leads to search from. Only once Brigitte Nielsen traded in her futuristic-nurse coif (so mayoral!) for the high-top fade we remember from Beverly Hills Cop II did I make the positive ID on her.<br /><br />This movie will no doubt entertain any admirer of early 90\\'s couture or nod-and-wink schlock à la Paul Verhoeven. Can we add a genre tag for \"so-bad-it\\'s-good\"?',\n",
+ " 'L\\'OSSESSA, also known as THE TORMENTED or THE SEXORCIST, or the ridiculously titled THE EERIE MIDNIGHT HORROR SHOW, is a forgotten EXORCIST rip-off which contains one of the best horror moments I\\'ve ever seen. The scene is when the crucifix comes alive. This great spooky scene is unforgettable and totally effective (great FXs). It\\'s a shame the rest of the movie doesn\\'t maintain the level of creepiness exemplified during that scene.<br /><br />This is one of the most frustrating movies ever. Imagine the producers deciding to to make an EXORCIST copy but while making it, they actually succeed in creating something truly original (a possessed sculpture of crucified man, which is shocking when you think about it) but then completely forgets their original idea in order to make a boring and uninspired EXORCIST rip-off. Had the film continued with the possessed sculpture concept (with the characters trying to destroy it, etc), this film would have rocked. But once the girl becomes possessed by the spirit of the sculpture, she never tells anyone from where the demon came from. She, and the script, completely forgets the haunted crucifix, which is STUPID!!!<br /><br />If you like so-called \"Euro-cult\" movies, the first 45 minutes deliver unlike any other Euro-cult movies. But after the scene when the girl has a vision of being crucified and she gets stigmatas, the remaining 45 minutes SUCK. Boring. It goes nowhere fast as it tries to emulate (badly) THE EXORCIST. So, watch the first 45 minutes of L\\'OSSESSA and enjoy the 1970s fashions, the sleaze and the amazing statue-comes-alive-to-ravish-the-girl scene but after the first 45 minutes, press stop and eject, and might as well go clip your toenails.',\n",
+ " 'A brief history of time. The cosmological content of this documentary is fascinating, the thoughts provoking and the man... brilliant. Yet I had a hard time enjoying this documentary. <br /><br />The way the family members and professors are interviewed feels so unnatural. These members were interviewed on specifically built sets and were directed uncomfortably. Mostly, their accounts came across as very acted and forcefully directed. The (deliberate) non-inclusion of asked questions manipulates the given information into a very harsh and impersonal format. <br /><br />I do not know who are responsibly for the interviewing but they did a dreadful job and with that took away from the viewing experience.<br /><br />Overall still a fascinating documentary well worth seeing, if only for the interesting concepts presented.',\n",
+ " 'This is a true \"80\\'s movie\": Back then they made maybe 100 times more movies than nowadays, and that makes many of them quite interesting... It was a cultural phenomenon, that don\\'t exist anymore. Nowadays maybe the same kind of people that would have made cheap \"straight-to-video\"-movies in the eighties, are doing cheap porn. Porn seems to sell. Anyway, this is above the medium trash-movie level: It has good&fascinating story, and it\\'s quite well made I think. In one scene you can even see the microphone swinging on the upper edge of the picture. Of course there are also little cameos by Ozzy and Gene Simmons, but they don\\'t very much contribute to the film \"success\", although they are good in their small roles. The monster,heavy-singer \"Sammi Curr\", looks really terrible, especially when he\\'s singing. One of the scariest monsters I\\'ve seen in horror flicks. I may have nightmares of him next night. Not recommended for intellectual movie lovers.',\n",
+ " 'This time around, Blackadder is no longer royal(or even particularly close to being any such thing)... instead, rather a butler to the Prince Regent, portrayed by Hugh Laurie(who replaces Tim McInnerny, who presence is sorely missed, and that hole is never filled... his character had an innocent charm... while he was a bumbling and complete moron, we can\\'t help but care for him, which isn\\'t at all true of his replacement) as being intolerably daft(which he apparently was, according to the Trivia page), not to mention loud-mouthed and utterly non-threatening. Edmund can now do just about what he pleases, and does so. Why is he so frustrated and angry(honestly, it gets depressing at times)? Yes, his master is a buffoon, they always are. He doesn\\'t seem to lack money, nor is he in any danger. In the second series, the Queen was mischievous and childish, and would cut off someone\\'s head - or marry them - on a whim. Here there is simply never enough at stake for any of the conflict to be exciting and interesting. There is still commentary and even a little satire. Too often, it seems as if they thought that the history was funny enough on its own, so they merely restate it, not bothering to actually turn the facts into jokes or gags. And I can\\'t tell you how many of them I figured out before they were done, literally more than a minute away. It\\'s not usually a positive when you know the punchline before it is delivered. Baldrick doesn\\'t change from last season... he\\'s still rather pathetic and stupid, leading to \"silly\" humor. Frankly, the amount goes through the roof. Don\\'t get me started on the gross-out stuff. The sarcastic, verbal wit can still be great, though much less of it is than before. I\\'d say about half of the episodes were rather amusing and downright funny, while the other three didn\\'t really get me into them at all. I was disappointed in how predictable some of the plots and developments thereof were... I could see many of such coming a mile away. Some of the material tries way too hard to be funny and winds up coming across as incredibly forced. This continues with the tradition started by \"II\" of letting the plans work out occasionally. The theme is the worst of the bunch, the credits sequences the least creative. All in all, this is, by far, my least favorite of the four. I recommend it to fans of the franchise and of British comedy in general. 7/10',\n",
+ " 'A bus drops off a nameless man outside a run-down Standard Oil gas station in the middle of nowhere. We never learn where the bus came from, or why he is on it, or who he even is. Why is he the only passenger? Is he a prisoner? Is he the \"bothersome man\" referred to in the title of the movie? Has he died and gone to heaven, or hell? Like our man, we don\\'t get a chance to stop and wonder. He is met by a gatekeeper of sorts and shuttled off to a nondescript city. From day one, all the choices are made for him. An apartment has been rented, a job has been found, an office assigned. In fact, his life is not entirely unlike life in the virtual reality of corporate cubicles and suburban condos. Women are heartless, dinner parties are a drag, office jobs suck. But some pieces don\\'t fit the puzzle. Silently efficient, gray-clad goons roam the streets. Are they some sort of paramedics, or the secret police? And why are there no children? Is the story even set in the real world? Whenever we think we might be getting some answers, new mysteries unfold. \"The Bothersome Man\" leaves you half relieved that it\\'s over, half wanting more. I hope they make it into a computer game soon.',\n",
+ " \"Ernest Borgnine was so wasted in this movie.There was no point in putting this great actor in this movie.One of the greatest actors in the world wasted,and for what reason, none what so ever,so america if you want to put classic actors in movies DON'T WASTE THEM\",\n",
+ " 'Paul Bettany did a great role as the tortured father whose favorite little girl dies tragically of disease. For that, he deserves all the credit. However, the movie was mostly about exactly that, keeping the adventures of Darwin as he gathered data for his theories as incomplete stories told to children and skipping completely the disputes regarding his ideas.<br /><br />Two things bothered me terribly: the soundtrack, with its whiny sound, practically shoving sadness down the throat of the viewer, and the movie trailer, showing some beautiful sceneries, the theological musings of him and his wife and the enthusiasm of his best friends as they prepare for a battle against blind faith, thus misrepresenting the movie completely.<br /><br />To put it bluntly, if one were to remove the scenes of the movie trailer from the movie, the result would be a non descript family drama about a little child dying and the hardships of her parents as a result. Clearly, not what I expected from a movie about Darwin, albeit the movie was beautifully interpreted.',\n",
+ " 'Ladies and gentlemen, we\\'ve really got ourselves a winner here. Actually we don\\'t, but boy is this film an often hilarious and always entertaining horrible hoot of a stinker. Poor Alma (fetching Julia Ruiz) is suffering from an ancient Mayan curse that causes lethal poisonous snakes to grow inside of her body. Alma and her deranged shaman husband Brujo (Alby Castro, who feverishly overacts with delicious eye-rolling intensity) stowaway on a train that\\'s bound for Los Angeles. Naturally, a bunch of deadly vipers get lose so they can terrorize the motley assortment of passengers. The Mallachi Brothers, working from an absurd script by Eric Fosberg, treat the ridiculous premise straight, thereby creating a wonderfully wretched piece of deliriously campy cheese. The cruddy CGI effects, the pathetically unfrightening common variety Gardner snakes (there\\'s would-be scary rattlesnake noises added to the soundtrack to imbue them with a faint sense of otherwise nonexistent menace), the plodding pace, the total dearth of any tension or momentum, the obvious rickety stage-bound train set, and especially the simply astonishing \"you gotta be kiddin\\' me!\" over-the-top preposterous ending are all downright awesome in their very jaw-dropping awfulness. Better still, we also got game (if lame) acting from a no-name cast, a nice smidgen of tasty gratuitous female nudity, a funky hum\\'n\\'shiver score, and plenty of extremely gross and grotesque make-up f/x. Bonus points for the fact that the token irritatingly cutesy little girl gets eaten by a large reptile and for the stoner engineer who gets caught smoking crack out of a hollow light bulb (!?). An absolute gut-buster of a kitsch howler.',\n",
+ " 'This show was crap when it first came on. The first actress that played the daughter didn\\'t fit the role, the writing was hit or miss, and Damon Wayans CLEARLY wasn\\'t comfortable doing such a cornball family friendly show. The chemistry between himself and Tisha Cambell (they\\'re long time friends, as are all of the Wayans clan with Tisha\\'s husband and Will Smith and Jada Pinkett) DID work so they retooled the show. Once it returned, they recast the daughter, made the son much dumber (a la Eric from \"Boy Meets World\")and made the youngest daughter into a genius...(later they gave her a little genius boyfriend to do comedic guest appearances). The show, while if often rollercoasters from over the top buffoonery to being corny walks the line enough to keep it as a show that you can see Damon Wayans be comfortable in his own skin on the set (especially since the main writers, directors and consultants were ALL members of the Wayans family) AND in his character. Once everyone had been on the show for a while, they worked to everyone in the casts strengths and were able to make a consistently funny show on the air.<br /><br />However, there is TOO MUCH buffoonery, too many over the top antics, and oftentimes too much chaos happening in the life of the Kyle family. They made Junior TOO STUPID, they also made the eldest daughter an attractive, clumsy idiot from time to time and the youngest daughter wasn\\'t even spared by the writers. I feel they jumped the shark and signed the shows death warrant when Junior got his girlfriend pregnant, she moved in and he married her and her parents were introduced (Junior\\'s wife\\'s father\\'s character makes me WINCE just thinking about him). The show remained funny...but it was a UPN show on ABC if that makes any sense to the reader.<br /><br />The reruns are funny enough, but I\\'m relieved it\\'s over...there was nowhere left to go with it. When it\\'s bad it\\'s REALLY BAD. It tends to be cornball at times but at least he was a black man who had a sitcom make it to syndication on a major network..Who can say that for themselves now? (Given the CW merger and the \"brownout\" on TV networks lately, that is). One.',\n",
+ " \"Totally disgusting and cheap bawdy humor. I loved it!!! It is the most disgusting and totally horribly acted film, except for Nicolas Read, who plays an un-dead Court Jester, to comic brilliance. But being that as it may, I laughed so many times and I have to hand it to the film makers, it wasn't pretentious or ordinary in any way. Raping, fighting, zombies vomitting on their rape victims. What other movie has this? Not for the quesy, but with a pizza, a bong, and a six pack of beer, you got it made, if you have a cast iron stomach and a juvenille sense of humor like myself.\",\n",
+ " 'Don\\'t mistake \"War Inc.\" for a sharply chiseled satire or a brainy comedy full of inside jokes for news buffs. It isn\\'t.<br /><br />This is an old-fashioned screwball comedy, with ridiculously coincidental plot twists, stock characters (given some depth in fun performances by John Cusack, Joan Cusack, Marisa Tomei and Hillary Duff) and a straightforward approach to the political content.<br /><br />You see, the filmmakers\\' political points are things nearly all of the country already knows are true. Yeah, we understand that the corporations profiting off the war are corrupt, inept pigs, the political leaders in charge of it are even more inept buffoons, and American imperialism has never looked crasser and more out of touch than it does right now -- but none of that is the point.<br /><br />Here, all of that noise is the setting that they lampoon -- sometimes in genius ways -- as the backdrop for a silly romp, as John Cusack\\'s character (the hit-man with a heart) tries to change his life with the help of the do-gooder journalist who doesn\\'t trust him (Tomei) and the young Middle Eastern starlet who wants to call off her marriage (Duff). Cusack\\'s sister, Joan, plays his assistant with an almost cartoonishly enthusiastic quality. Ben Kingsley seemed to me wasted in his smaller part as a ruthless CIA boss.<br /><br />That\\'s all, and it works. It\\'s simple fun, but if somehow you can\\'t see reality and you think the war is going well and everyone involved with it is doing a good job and there\\'s no corruption and people in the Middle East wish our Western culture would supplant theirs, then you might not find it as funny.<br /><br />For all the rest of us, it was a light comedy with a political edge.',\n",
+ " 'Dario Argento is a filmmaker I\\'m slowly getting into, following the iconoclastic efforts of Deep Red and Suspiria; he\\'s not a filmmaker to always care directly about silly things like \"plot\". That might be his one minor (but, for me, apparent) liability: he won\\'t let a little thing like common sense screw up his plan for his elaborate killing sequences, as his killer(s) can go through any kind of elaborate set-up of being invisible, until revealing past the point of the POV tracking shots of said psychopathic killer. But it\\'s thrilling to see a filmmaker take chances like this anyway, of a pure Italian aesthetic making its way into the soul of a Hitchcockian warp (in fact, as a note of interest, if one has recently seen the Scorsese short film where he took three pages of an un-filmed Hitchcock film, which also took place in an Opera, Argento had it beat by almost twenty years, probably with no knowledge of the text). It\\'s also unabashedly 80s (CD players and heavy metal and the hair, oh my!) and with an absurdity that makes it all the more palatable to swallow.<br /><br />The story is simple: an opera of Macbeth is being produced, with high-stylized pyrotechnics and trained ravens. There\\'s even a talented up-and-coming star replaced at the last minute, Betty, played by Marsillach. But a murder occurs during the premiere- interrupted not by that but by a falling light- and now the killer is after Betty! She can\\'t go to the police (how can she let out that the opera is really cursed?), but will that matter in the face of a killer who won\\'t let up? One has probably seen premises like this played out in other Argento films- girl being chased by a killer- but it\\'s how Argento, like De Palma, constructs and executes his sequences, and adds a distinctive flavor of his own to add touches of bizarre humor (the breakout of the ravens to attack the killer, and the subsequent version of pointing out in the lineup), a kind of over-stylization ala Leone (the bullet through the peephole through the door probably inspired a similar shot in Kill Bill 1), and even sado-masochistic inspiration with the pins taped to Betty\\'s eyes, more than once! <br /><br />Argento puts his actress through the wringer, and she\\'s all game for it, even when things seem to just go into \\'what-the-hell\\' territory (I was throwing up my hands almost saying I give up when she is led down the secret passage by the little girl, as if suddenly we\\'re in Aliens now). And through such dark genre material Argento keeps the violence thick and fresh, the suspense about as much as that with opera music coming right out of a speaker of a stereo system, and a cinematographer who may have had a few drinks (and rightfully so!) during some scenes the way they\\'re shot and vibrate to a heart-beat. It should be considered trash, but it\\'s elevated past any limitations of the genre by the ballsy attitude of the director, this in spite of a silly ending- sillier than anything that preceded what came before it (thanks little lizard)- and an attempt to break the Macbeth curse, which, unfortunately, didn\\'t seem to happen in real life on the set of Opera. 8.5/10',\n",
+ " \"I'm just getting the chance to dig into past Austen films, and I picked this up because Persuasion is, has been, and always will be, my favorite work by Jane Austen, and Anne Elliot my favorite Austen heroine. So it was with great anticipation that I popped the disc into my player.<br /><br />I wasn't disappointed, either. I knew there were bound to be some draw-backs, so I'll state them, and try not to be too thick about them. Anne Elliot is the most introverted of Austen's characters; she is the least talkative and the least witty. There are passages in the book where Anne says nothing - only her feelings are described. This works fine in print, but how to successfully transfer this to the big screen? Short of doing thoughtful voice overs (which would grow tedious over four hours) you're left with a long succession of shots where the heroine says little or nothing, and must communicate all by her facial expression. This can leave the feeling that the film is slow, and lacking in purpose. If you need a more overt style of Austen, then certainly this film is not for you; but if subdued is more your style, and you tend to pick up on unspoken 'vibes', this will fulfill all expectations.<br /><br />Anne Firbank (as Anne Elliot), is, thankfully, an actress whose face can convey much. She looked as I had always imagined Anne Elliot would look: not a knockout - Anne wasn't supposed to be the elegant one of the family - nor in her first youth - which is also highlighted occasionally by the lighting and make-up. What you see is someone who is very like Austen's character: someone whose appearance you might pass over once; but hear her speak, and look more closely, and she grows more attractive the better you know her. This is Anne Elliot, as brought to life by Anne Firbank.<br /><br />Captain Wentworth's portrayal is ably handled by Bryan Marshall. The bitterness is never apparently obvious (save at the concert scene); and, yes, I found it hard to believe he wound find Louisa Musgrove interesting as she was shown. But that is another point of Austen's book: he did not find her interesting, he TRIED to find her interesting, and, ultimately, failed (sigh of relief). So this, too, fits with Austen's original story.<br /><br />I especially liked the portrayal of Lady Russell, who I thought in the book was not portrayed as TRULY bad; this also comes out in this adaptation.<br /><br />So this is one film which closely followed the book; I could write much more about how faithfully everything was reproduced, but I'd run out of space here. Charles Musgrove remained one of the most buoyant characters (good fun), Mary the most annoying (I was dying to have her just shut up - but I had that feeling when I read the book, too), captains and the admiral I thought charming.<br /><br />The cinematography I thought a trifle stiff. There was little or practically no fade from one screen to another - perhaps this is due to it being a TV movie. One scene - CHOP! - the next scene, the actors enter from right, proceed left, and - CHOP! - another scene, where the same thing happens. This was the only part of the movie which I felt cheated me a little. A Low Budget has to show itself somewhere, I suppose.<br /><br />And, as I said earlier, if you like some pace to go with Jane Austen, don't bother with this one, as you'll find it way too slow. I enjoyed it enormously, though, as it brought a wealth of detail (the sets were richly elegant!) to an excellent adaptation of my favorite Austen novel. I highly recommend it!\",\n",
+ " \"...dislike this movie and everyone would understand why. The plot is poor, so is the acting. But in my opinion it is better than Halloween 5, although even this does not give many surprising moments. A few scenes are really well directed. But these few moments do not deliver the reason to rent it. I do not despise violence in movies, but H6 features extraordinary strong and bloody scenes which do not fit to the tradition of the Halloween-Movies. The most sucking aspect about H6 is the lack of tension. No comparison to the first masterpiece.<br /><br />Halloween 6 only gets 4 out of 10 stars from me. If you want, rent it. But don't expect a great horror-experience....<br /><br />\",\n",
+ " \"Child 'Sexploitation' is one of the most serious issues facing our world today and I feared that any film on the topic would jump straight to scenes of an explicitly sexual nature in order to shock and disturb the audience. After having seen both 'Trade' and 'Holly', one film moved me to want to actually see a change in international laws. The other felt like a poor attempt at making me cry for five minutes with emotive music and the odd suicide. <br /><br />I do not believe that turning this issue into a Hollywood tear jerker is a useful or necessary strategy to adopt and I must commend the makes of 'Holly' for engaging subtly but powerfully with the terrible conditions these children are sadly forced to endure. 'Trade' wavered between serious and stupid with scenes involving the death of a cat coming after images that represented children being forced to commit some horrendous acts. I found this unengaging and at times offensive to the cause. If I had wanted a cheap laugh I would not have signed up for a film on child trafficking. <br /><br />For anyone who would like to watch a powerful film that actually means something I would suggest saving the money on the cinema ticket for the release of 'Holly'.\",\n",
+ " 'I would have rated the series a perfect 10 for outstanding and consistently high quality story and character development had it not been for the last episode of Season 10! <br /><br />The final episode of the 10th season \"Unending\", where (it would certainly appear that) the Asgard have been killed-off in a very rushed, unconvincing and very unceremonious fashion, left me in disbelief! <br /><br />From the extremely rushed end of the series, it\\'s obvious that many of the story arcs were originally scheduled to occur over at least one more season. My guess would be that they rapidly accelerated these stories to position the Stargate SG-1 franchise for the two upcoming direct-to-DVD moves!<br /><br />Unless the Asgard return in a future SG-1 movie (with a very good explanation of the \"apparent\" extinction), I think that the fans have been cheated with a poor clean-up of loose-ends!<br /><br />Poor end to an otherwise brilliant sci-fi series.',\n",
+ " \"As a forty-something urban explorer/photography and longtime fan of the original Kolchak: Night Stalker series since my early childhood, one aspect that hasn't really been mentioned is the amount of urban exploration Carl's character undertook during the series. He always managed to get himself in to one great abandonment, sewer or tunnel after another. Armed with only his trusty penlight (okay, so he had some flares in the primal ape episode tunnel) and his camera, he never carried any other gear to either protect himself or make the exploration easier.<br /><br />Like many here, I recently purchased the DVD box set of the two pilot movies and subsequent TV episodes, and have been slowly revisiting all the shows. And although I remember watching them back in the early 70s when they first aired, its been over 30 years passed...so many of them seem new all over again. Campy, dated and cheesy - but charming and highly entertaining. They just don't make stuff like this these days. Now its all regurgitated spin-offs with predictable characters and plots.<br /><br />Thankfully, my 16-yr-old daughter has been sitting down to watch the episodes with me and has developed an appreciation for them (she enjoys the genre). It gives me hope and faith the series will carry on to new generations of fans for years to come.\",\n",
+ " \"Stupidly beautiful. This movie epitomizes the 'so bad it's good' genre of films. <br /><br />The only two talents in it are Richard Boone and Joan van Ark, and only Boone is any good. It's kind of sad that the man who rose to fame as Paladin should wind up in this ugly pile of celluloid. While he turns in a fantastic performance, I couldn't help but feel that he so outclassed all his fellow actors in this piece that he shouldn't even have been there.<br /><br />The effects in this film are laughable, but fun. The idea of a dinosaur being buried in the wall of a cave and suddenly coming to life is B-movie gold. When the 'triceratops' gets killed, watch how it falls. It's clear that the stunt performer in the FRONT of the costume knows the timing best. He falls to the ground, well before the back half of the dinosaur follows suit.<br /><br />Speaking of 'suits', there is nothing good to say about the purple tyrannosaur, in this flick. It seems to have some kind of stealth technology, since Bunta (reputed to be the best tracker in the world) twice fails to notice it until it's within biting range of him. I don't know how all the prints are, but in the version I own, the Tyranno's roar contains Godzilla's trademark bellow.<br /><br />This is loads of fun, to watch, if you like bad movies. I love them, and especially bad monster movies, so I consider this the gem of my collection. If bad movies are your thing, definitely get this one.\",\n",
+ " \"This is probably one of Brian De Palma's best known movies but it isn't his best. Body Double, The Fury and Carrie are better movies but this movie is better than Blow Out and Obsession. De Palma is very influenced by Hitchcock and this movie is a take off on Psycho. Angie Dickinson is a bored housewife who is thinking of having an affair and after her psychiatrist, played by Michael Caine, turns down an offer, Dickinson meets a man in a art gallery and she winds up sleeping with him. After this point it's best you don't know what happens but there is a murder and Nancy Allen is a call girl who gets a look at the killer. Dennis Franz is the detective on the case who really doesn't trust Allen and she has to find the killer herself. It's a pretty good movie but isn't one of De Palma's best.\",\n",
+ " '*The whereabouts of Al Capone<br /><br />*Who shot JFK?<br /><br />*Cynthia Gibb lands the part of \"Gypsy\" in the TV remake<br /><br />These are some of the great unsolved mysteries of the 20th century. How else can I say it, except, I thought she was unredeemingly awful. Mannequin mannerisms, poor reactionary acting (ie: that blank, stoic stare while he co-star in the scene speaks)and a singing voice that most voice coaches would rate \"mediocre\". But she is stunningly gorgeous and after all, wasn\\'t that what the Gypsy character is all about? Cashing in on her looks cuz\\' she didn\\'t cut the mustard in the talent department?<br /><br />As for the rest... Bette is fantastic. Whether or not she\\'s playing herself or playing Mama Rose, it works either way, and I for one thought Rosalind Russell was as exciting as drywall in the original. Peter Riegart as \"Herbie\" is the perfect understated foil to Bette\\'s over-the-top Mama, and he\\'s the medium-temperature porridge between Midler\\'s hot dish and Gibb\\'s stone cold mush. Riegart is juuuust right.<br /><br />One final holler to the man responsible for decades to come of Cher jokes: Bob Mackie. Drag queens would kill for the glitz and glamour on display here. Everything\\'s coming up sequins and bugle beads!<br /><br />',\n",
+ " 'I watched the first few moments on TCM a few years ago but stopped after about 15 minutes. I saw it listed on the schedule at the Stanford Theatre in Palo Alto, and I vowed I would make the 40 minute drive. The Stanford is an old fashioned movie house that starts each movie with the curtains still shut Yes, they have curtains. They opened as the Fox logo fanfare began to play. When \"The Best of Everything\" appeared in huge pink letters spread against the New York City skyline, I knew I was right for waiting.<br /><br />I lapped this movie up. There were so many little moments that added to the look and feel of the movie: When Hope Lange walks into the publishing office for the first time, the titles of the magazines published there are etched on the glass (The Teenager and Elegance); Joan Crawford\\'s swanky apron that she wore so she could serve her guests at her party without mussing her outfit; the way the camera tilted to indicate how crazy Suzy Parker was becoming (it was almost sideways at one point); how Hope Lange kept living at that dumpy flat she shared with the others even though she obviously was making a lot more money than at the beginning of the film (guess it was too scandalous for a single gal to live alone).<br /><br />Hope Lange was so beautiful; so was Suzy Parker. And how about Mark Goddard in a non-speaking role. I fell in love with him when I was a kid watching Lost in Space.<br /><br />Seeing this gem on the big screen prompted me to plan another trek down to the Stanford to see The Old Dark House. Incidentally, I bought a small soda and popcorn at the concession stand, and I was taken aback when the worker asked me for two bucks.',\n",
+ " \"Film certainly can be a narrative medium, but by no means is it the ideal medium. Literature best carries a plot, because the reader can supply the imagination necessary to complete the structure. Film is appreciated best when viewed for what it is: a series of images grouped together. What Soderbergh does in Ocean's Twelve is combine impeccable film-making technique with the free-flowing form of American movies from the 1970s. From looking at the comments posted recently, most people went in expecting a standard-issue heist movie, a la Entrapment; it seems people actually miss the tiresome clichés of romance disguised as tension between the leads and ridiculous plot twists designed to keep the audience awake. Soderbergh's directing prowess is reason alone to see this movie, but close-ups of Pitt and Zeta-Jones forty feet high on the screen don't hurt either. A true treat for those who love the flickering of lights on the silver screen, and a disappointment for those trying to make film something it's not.\",\n",
+ " \"When you read about this film you wanna cringe. I have seen it countless times and yet I cringe myself! So what is the attraction here? I think that for me, it's the offbeatness of the romance. I find it super refreshing to have an oddball coupling between this NYC Jimmy-Breslin-like columnist and a down-on-her-luck (health-wise) ballerina. You feel embarrassed for Paul Sorvino at his unsubtle approach to wooing this woman. Like the guy in the bar who can't take a hint. He's a bit overweight (at least as a would-be suitor for a ballerina. Hope that doesn't sound unkind) and possibly a tad too old for her. Nice change of pace from Greek God wooing Super-model. The Bill Conti score has stuck in my head all these years later, which is a pretty good sign. However some of the acting is just dreadful. A subplot involving a young Puerto-Rican boy befriended by Sorvino's character is just hilariously bad. But the opening scene where Ditchburn is warming up to Carole King draws you right into this story. Good luck finding it. You'd think that Lifetime would be re-airing this or even WE, but I haven't seen it on in quite a few years.\",\n",
+ " 'The plot is somewhat original, and all the actors did their job pretty well. There is a plenty of comic relief, too. Some things do not make a lot of sense (e.g. the first \"chase\" scene, why would the heroine not just hide somewhere and wait until the baddies leave?). The Russians actually speak Russian without accent, but the cars are extremely strange, with models spanning like 50 years, and so the place seems weirdly out of time. Overall, if you like thrillers you will probably like this one as well.',\n",
+ " \"This may not be regarded as a review on any film, but just a comment on a film I saw when I was a youngster. I remember coming home of an evening all full of wonder at what I had seen. I tried to retell my parents part of the story but they listened without understanding well what was so strange about two kids stranded on an island who fall in love and grow together and have a son. As you must have guessed by now I'm referring to The Blue Lagoon (1949) which has kept me bewitched and bewildered through the years (almost 50) and now wonder full of anxiety and disgust who or what has prevented the film from being available in cassette or DVD or whatever. I've spent a lifetime chasing the opportunity to get hold of it one day and nobody knows anything about it. What a waste indeed! Sorry if my English is not at all technical or scientific, but my mother tongue is Spanish. I'm doing my best to make myself understood. Thank you, My name is Juan and I'm writing from Uruguay in S.America.\",\n",
+ " \"Story involves ancient demon being released upon a small town on Halloween night. In all my life I have never seen such a cheesy film, but it is so d**m entertaining you can forgive its bad acting, effects, direction, and script. This is the best movie created for the Halloween season since the original Halloween. And when they introduce Linnea Quigley's character for the first time, she is butt naked in the shower for like 5 mins. Goodness they just don't get any better than this. Rush and buy this tape right away. 5/10\",\n",
+ " \"black tar can't be snorted there's a documentary: dark end of the street about s.f. street punks and b.t. abuse - not bad - quite heavy. in wasted there's this stuff that looks like coke but should be something else... no big deal. black tar can't be snorted there's a documentary: dark end of the street about s.f. street punks and b.t. abuse - not bad - quite heavy. in wasted there's this stuff that looks like coke but should be something else... no big deal. black tar can't be snorted there's a documentary: dark end of the street about s.f. street punks and b.t. abuse - not bad - quite heavy. in wasted there's this stuff that looks like coke but should be something else... no big deal.\",\n",
+ " 'As Most Off You Might off Seen Star Wars: Return Off The Jedi You May Knows Its A Good Movie But As You Might Have Seen On Video They M|might have a party At The end And They Just Probably End The Movie with the party with no a spirits or anything But on the original one (Live TV) When they are Partying But before i say more when Ben obi-wan dies in the Imperial Ship Or Death Star They Saw him Disappear And Yoda Dies From Either Old Age Or Internal Illness But because Luke killed Darth Vader (Real Name: Anakin Skywalker) When They All Are Partying At The end when Luke Or Someone Stops the Spirits Off Ben And Yoda Stands Starring At Him And Smiling While Another Spirit Appears Is its Darth Vader but not as A Sith As The Old Usual Selve off Him And Started Smiling with Ben And Yoda I reckon That made the movie ending a little bit interesting But the Producers or anyone should off made a spirit off Padme And Mace Windu And Other Jedis that got killed with Younglings Under There Arms in the back ground',\n",
+ " \"Back in the 70's, a small-time Texas filmmaker named S.F. Brownrigg directed a handful of surprisingly decent low-budget drive-in horror flicks which seem to have developed a small cult following over the years. Before viewing his first film, Don't Look In The Basement, I wasn't too sure what to expect, but I sure as hell didn't expect it to turn out to be the only Texas horror I thought was better than the Chainsaw Massacre. I don't know, this might actually be my all-time favorite horror movie.<br /><br />We begin in an isolated insane asylum. At first, it seems like a rather laid-back place to get mentally healthy, considering all the patients are allowed to roam around freely and whatnot, as if it were their house (I guess it is). none of them seem all that dangerous, only delusional. The residents include a love-nympho, a 700 year old woman, a man-child, a spaz, a guy who thinks he's in a war, a woman who thinks she has a baby, and a guy who thinks he's a judge. One day, out of nowhere, Judge kills the doctor with an axe, shortly thereafter, the wanna-be baby mama kills the nurse. Ten minutes into the movie, and things are looking really ugly. Perhaps the new nurse will know what to do, then again, perhaps not. Giving away more would do more harm than good. It's best to plunge head first into this one, knowing as little as possible. If you can appreciate honest-to-God, untampered with horror, then you will not be disappointed. <br /><br />If you liked Scream, if you liked Wrong Turn, if you go for that unoriginal, over-produced, over-scored digital Hollywood garbage, then chances are high you just wont see the beauty in this one. Don't Look In The Basement, being a first attempt makes the quality all the more shocking. The atmosphere and the graininess fit into the location and the score like a glove. Unfortunately, good ol' S.F. used up most of his good ideas on his first movie, although, the next entry in his Texas-sized quadrilogy, is somewhat of a masterpiece, that is, if you're into extra sleazy, mean-spirited, Hixploitation like someone I know. If you fall in love with Brownrigg's first two, and absolutely must find out what else he had to offer, check out Don't Open The Door, and The House Where Hell Froze Over. Don't Look in The Basement has everything that successful horror needs, no stars, no budget, no digital effects, just an original story brought to life in an insane asylum, with a dozen cast members, and a somber, subtle score, and of course, the twist. This is real horror for the real horror fan. 10/10\",\n",
+ " 'While I do not think this was a perfect 10, I do agree it was way above a 6 which is what it\\'s rated here. No, Brokedown Palace was not perfect and yes it\\'s plot has been done many times before. That doesn\\'t mean it shouldn\\'t be done again if it is done well and I think this movie had some strong moments. The acting of Claire Danes, as already mentioned many times, was flawless as was Kate Beckinsell and I Think Bill Pullman was absolutely terrific as was the supporting performances(Pullman\\'s wife, the crooked cop, skip or trip or whatever his name is). The cinematography was also beautifully filmed, there was a lot that\\'s good to this movie even if there were some negatives(three major ones that I found) as well.<br /><br />Here is what I didn\\'t like about it-the friendship between the girls-In fact, the girls\\' own individual personalities-were not developed in depth until the late middle of the pic. It would not have been improbable to lose interest before then, because, despite the positives, more character development should have been done earlier on and certain scenes like when the girls were originally arrested, were almost glossed over so there was a bit to much Jumping around without the character and scene development I think would have been appropriate for this type of film. That, however, is not my major problem. And WARNING-SPOILER ALERT.<br /><br />The ending as mentioned dozens of times already, was AWFUL. It was awful in two respects. Firstly, even though it would have been predictable and very Hollywood, I wanted a happy ending! Yes, it was an emotional and powerful ending but in a movie such as this, there is a Sense that justice will be served and I did sit through it to see that. I was Genuinely shocked at the ending and It was performed with excellence by all involved but I feel both girls should have got out or, barring that, at least the cop should have got what was coming to him. I mean nothing happens To the bad guys, they all get away with it. Very disturbing.<br /><br />Also, I do not understand the ambiguity of the ending. I understand endings that are inspired to make one think, but this was not a mystery or \"Clue\" type movie we were watching, and I would have liked to know something about what actually happened,who was guilty etc, with this ending we were left to decide that ourselves but since I somehow doubt there will be a sequel, I did not want to be kept guessing.<br /><br />Still, there was a lot to like about this movie, and the acting is definitely at the top of the list,I would rate this a 7.5 and say it is definitely worth a look.',\n",
+ " \"In the early to mid 1970's, Clifford Irving proposed to write the ultimate biography of Howard Hughes,claiming to have spent months preparing for the book,engaged in interviews with the reclusive millionaire. When all of this turned out to be false,Irving was accused of perjury & spent several years behind bars (although always admitting his findings were accurate). Flash forward to 20001,several months prior to September 11th, a book,entitled 'Forbidden Love' (published in the U.S. as 'Honor Lost:Love And Death In Modern Day Jordan') by a previously unknown author by the name of Norma Khouri,a woman from Jordan,who reported on the death by mercy killing of her best friend Dalia,due to the fact that Dalia,being from a devout Muslim background,was dating a Christian man. It,like Irving's biography on Hughes was revealed as a potential hoax. Australian film maker,Anna Broinowski attempts to delve into the quagmire that was Khouri's attempts to clear herself of the lie(s). Over the time frame of 104 minutes,the film attempts to reveal is Norma Khouri telling the truth,or is she just a compulsive liar,with an agenda/vendetta of her own?. Interview footage with those who know/knew her (including an ex husband,her publisher,and others) tell their side of the story. This is a toothsome,well produced documentary that manages to point many fingers at just as many potential guilty parties. Not rated,but contains pervasive bad language & a re-enactment of the grisly murder scene,played over a few times (but nothing nearly as graphic & disturbing as what one would see in the latest torture porn epic,such as Saw:Part 84). Not a good choice for the little ones.\",\n",
+ " \"If they gave out awards for the most depraved and messed-up movies in the world, Japanese cinema would clean up: their exploitation cinema wipes the floor with most other contenders, the most extreme examples being absolutely jaw-dropping exercises in bad taste, nauseating gore, freakish weirdness, and misogynistic sex.<br /><br />Guts of a Beauty is a prime example of such whacked out filth, offering discerning viewers just over an hour of full-on debauchery and gratuitous violence topped off with some very insane J-splatter goodness.<br /><br />The film opens with a young woman named Yoshimi, whose search for her missing sister has led her into the hands of some nasty yakuza, who proceed to rape her and shoot her full of strong dope called Angel Rain. After the gangsters have finished having their fun with the poor woman, she manages to escape and flees to a nearby hospital where sexy psychologist Hiromi (Megumi Ozawa) attempts to help. However, the distraught and confused Yoshimi ends up throwing herself off the hospital roof, turning into a water melon as she hits the ground (at least that what it looked like to me!).<br /><br />Seeking to avenge Yoshimi's death, Hiromi lures Higashi, a member of the yakuza, to her office, and, whilst jacking him off, hypnotises him into attacking his fellow gang members. After Higashi goes slash happy with a knife in the yakuza HQ, he is severely beaten and stabbed, forced to tell of his meeting with Hiromi, and then hacked into itty bitty pieces.<br /><br />The psychologist is then captured by the gang, subjected to a spot of forced buggery (whilst simultaneously being forced to give head to a yakuza slut), and injected with Angel Rain\\x97after which she promptly carks it. The gangsters then plonk her body in the boot of their car, along with the remains of Higashi, ready for disposal.<br /><br />Before they can ditch the corpses, however, the super dope has an unexpected effect on Hiromi: she returns from the dead as a hermaphroditic monster with a toothy penis and a ravenous gash, and, hellbent on revenge, sets about killing the yakuza one-by-one; this leads to some memorable scenes of outrageously gory splatter, including a messy head squish, a man being suffocated by the monster's oozing vagina, and a woman being screwed to death by its giant, gnashing phallus.<br /><br />As you can most likely tell from the above synopsis, this is some crazy, screwed up stuff, and probably not to the taste of most sane people, but for those weirdos who have long tired of mainstream cinema and are already well versed in Asian excess, Guts Of A Beauty should prove to be delightfully diverting and deviant fun.<br /><br />7.5 out of 10, rounded up to 8 for IMDb.\",\n",
+ " 'There is a certain genius behind this movie. I was laughing throughout. The scene in the phone sex office, discussing how love heals the doppelganger was a nice attempt at this genius/humor. Execution is poor, but you can see the writer\\'s message and they do have some talent. The doppelganger split at the end was like... \"ok, wasn\\'t quite expecting that but let\\'s see what the movie has to say\". Certainly ridiculous, but a sweet idea and actually very coherent to the story in a strange way.<br /><br />Is the point of a movie to be logical or is it to be entertaining or communicate on an emotional level? i\\'m easily bored by many movies, but this one kept my interest throughout.<br /><br />I think the story may have some auto-biographical roots, but that\\'s just a guess. Horribly bad, but good. I\\'m looking for other movies this person may have done (with more experience).',\n",
+ " 'Stephen King was raised on flicks like this. -Flicks NOT films.<br /><br />Movies like this and \\'Jeepers Creepers\\' are \"throwbacks\" to the good \\'ol day drive-in horror flicks. They are meant to be fun, cheaply made and hopefully: a few good scares.<br /><br />Anyone looking for a theory on the human condition should pass on this creature feature because that\\'s all this is... all it ever will be.<br /><br />Stop trashing what has already deemed itself as trash. -Good, fun, trash!<br /><br />If you enjoyed this I recommend: \\'Jeepers Creepers\\' \\'Jeepers Creepers 2\\' \\'30 Days of Night\\' \\'Scarecrows\\'(\\'88) \\'They Live\\' \\'Planet Terror\\' \\'Death Proof\\' and \\'Halloween III: Season of the Witch\\'',\n",
+ " \"What is really sad, shows like Six Degree's and Brothers & Sisters are the true reality TV, not that garbage that are nothing more than glorified game shows. I think the ground swell of discontent has been there for the past few years with very premature cancellation's of numerous shows with a cult following. But with the more vocal backlash the fans of Jericho (which I also enjoy) and other shows, networks may start to reverse this trend. I am like others, I will not support ANY new shows until they have been given a second season. I'll then possibly make a decision to watch and catch up via DVD's and online viewing. Until then ABC, you have lost me as a viewer to ANY new show.\",\n",
+ " 'This is a cute little horror spoof/comedy featuring Cassandra Peterson aka Elvira: Mistress of the Dark, the most infamous horror hostess of all time. This was meant to be the pilot vehicle for Elvira and was so successful that it was picked up by the NBC Network. They filmed a pilot for a television series to feature the busty babe in black but unfortunately the sit-com never made it past the pilot stage due to it\\'s sexual references. This film however, is very amusing. Elvira is the modern-day Chesty Morgan and the queen of the one-liners. This film was followed up a few years later by the abysmal \"Elvira\\'s Haunted Hills\" which was meant to be a take-off of the old Roger Corman movies but falls flat on it\\'s face. Watch this movie instead for a much more entertaining experience!',\n",
+ " 'This was the worst movie I\\'ve ever seen, yet it was also the best movie. Sci Fi original movie\\'s are supposed to be bad, that\\'s what makes them fun! The line, \"I like my dinosaur meat well done!\" is probably the best quote ever! Also, the plot sounds like something out of a pot induced dream. I can imagine it now, the writers waking up after a long night of getting high and playing dance dance revolution, then putting ideas together for this: Space marines got to alien planet, which is infested with dinosaurs and has medieval houses in it, to protect a science team studying the planet. Best idea ever! In fact, in fits the complete Sci Fi original movie checklist: guns dinosaurs medieval times space travel terrible acting<br /><br />So go watch this movie, but don\\'t buy it.',\n",
+ " \"The good thing about this film is that it stands alone - you don't have to have seen the original. Unfortunately this is also it's biggest drawback. It would have been nice to have included a few of the original characters in the new story and seen how their lives had developed. Sinclair as in the original is excellent and provides the films best comic moments as he attempts to deal with awkward and embarrassing situations but the supporting cast is not as strong as in the original movie. Forsyth is to be congratulated on a brave attempt to move the character on and create an original sequel but the film is ultimately flawed and lacks the warmth of the original\",\n",
+ " 'I\\'m disappointed that Reiser (who wrote the film) felt the need to use so much profanity for no reason whatsoever. Maybe that\\'s his idea of \"adult\" films, plenty of nasty words with bathroom humor thrown in? I thought better of him and think less of him for this movie.<br /><br />Falk\\'s acting and some moments of humor as well as some possibly important themes are what made me give it such a high rating.<br /><br />This might be a good movie for adult children to watch and laugh over about their own folks and their foibles. But the lack of consideration for audience families seriously detriments what could have been a family film but fails. Certainly not worth spending money on, though it might be worth a watch for free on television.',\n",
+ " \"At the end, it is clear that the murderers planted the murder weapon in Mrs. Columbo's car and it was at the police ballistics lab. <br /><br />But where did the gun under the hood, used in the demonstration, come from? Wouldn't the murderers have cleared out the stuff under the hood? They had a whole week? Or did Columbo's cops replicate the camera/gun under the hood used in the demonstration? How did they do that without breaking and entering the car? Perhaps this is why the murders seemed surprised at the end. But how could Columbo have replicated their camera/gun device and gotten it calibrated to their key fob? Columbo must have gotten the gun back from ballistics and had it re-planted under the hood of the car, and been very lucky that the rest of the device with camera was still there and transmitting.<br /><br />This was a 10/10 show until this glaring plot error at the end.\",\n",
+ " \"when i first started watching these it became one of my favourite shows. Melissa Joan hart is very funny and talented so were the aunts and the other characters and the star of of the show Salem the cat, he was immensely funny. the first few season in my opinion were the best where Sabrina was a teenager in high school adapting to witch life. they were most funniest, most entertaining and most um... good. i'm not a fan of when they started introducing Brad and Dreamer cause i quite liked Valerie, but they were okay the problem was they were only in it for one season. if you're gonna have new people at least keep them. i didn't like Josh he was a tw*t, i preferred Harvey but then he disappeared. and they got rid of Libby! it would have been awesome if thy had been bickering in theses seven years. and Mr. craft as well, if him and Zelda got married that would have been gold! then Sabrina moves out of her aunts house and into Roxie/Miles/Morgan's house. i didn't like theses people either, it didn't really seem they liked Sabrina. Sabrina seemed to lose her charm and stuff and the aunts seem to be shunned out of her life and into they're own stupid story lines. i kind of stopped watching it for a while and the old re-runs were back and i was like whoo-hoo! LOL. i must say the last few seasons were absolutely terrible.they got rid of the aunts which sucked cause they were a big part of the show. then suddenly she lets those two freeloaders move in to the nice house when they treated he like dirt. and now she's working at some magazine shop so they're putting loads celebrity guest stars into the show, if they're in every episode it kind of ruins it. the programme just really went downhill and lost its luster. i saw the last episode. it had the aunts in it (Zelda was reduced to a candle) and she's about to get married but she runs off with Harvey the end. i would have liked to know what happened after. well thats my review and the only thing i can say is the only thing that stayed it's appealing self through the seven years was Salem the cat.\",\n",
+ " 'This review owes its existence entirely to a review. We take a weekly TV magazine to see what is coming up, and duly decide what we will watch. Obligingly, there are brief reviews of most of the films scheduled to be shown on the five major terrestrial channels. In addition to the prose, each film is allocated a 1-5 star rating. 5 means Don\\'t Miss (superior to 4 for Excellent!), down to 1 standing for Poor. We have learned from vast experience that, with few exceptions, stars are awarded for gross taste, foul language, offensive content, promiscuity, horror, blood & guts, and especially killing off the hero/heroine just when everyone was about to live happily ever after. (If that isn\\'t done, the movie is denigrated as being \\'predictable\\' - the worst insult imaginable!)<br /><br />Brave New Girl was given only 1 star, thereby suggesting it was a candidate worthy of our time and attention. This was confirmed by the reviewer\\'s description of the movie as being a \"truly awful tale\", and, \"Stupid, just stupid\". We watched it, and my wife and I were glad we did so. The TV magazine reviewer further stated that the movie was \"not a reworking of War and Peace\", with which we have to agree. Reading through the IMDb reviews for this title a day or two later, the urge to pick up my pen (so to speak) to add my halfpennyworth (pronounced harf\\'pen\\'uth (emphasis on the first syllable) for the uninitiated) became overwhelming.<br /><br />Why did we take to this movie? Well, it\\'s just a matter of taste. We like attractive characters, believable relationships between them, interesting situations, courtesy and respect, good triumphing over evil, and so on. We liked the integrity and personalities of Holly (Lindsey Haun), her Mum (Virginia Madsen), Ditz (Barbara Mamabolo), Grant (Nick Roth), Zoe (Joanne Boland) and the two male professors involved in the story. So what if the storyline includes a \\'wicked witch of the west\\' in the form of Angela (Barbara Mamabolo), provided that she plays the part with some conviction. We appreciated the friendship depicted between the two room-mates, with one having a financially challenged upbringing by a loving single Mum, and the other having every material advantage but receiving little parental time and affection. Is it any wonder that Ditz felt the way she did about Holly\\'s Mum? Is it surprising that Grant should take an immediate interest in Holly, considering the manner of their initial meeting, Holly\\'s dazzling smiles and her lively self-possession? I think these issues and the events are believable enough, but it is necessary to pretend that the scholarship and other circumstances are realistic in order for the tale to have a setting.<br /><br />My wife and I are greatly blessed by not having any significant musical education. This enables us to enjoy the sounds produced by instruments and voices without having our critical faculties intruding unduly on our listening, and thus spoiling the experience. We enjoyed both the classical pieces and the pop, which came over well on the TV, and we weren\\'t struck by any lack of talent. Also, it mattered not that Holly\\'s classical vocals were dubbed by someone else.<br /><br />We enjoyed the movie enough to look for a DVD. The average delivered price we have paid per disk for the movies in our collection currently stands at £4.9484 (rounded to four decimal places). Brave New Girl was available from a trusted supplier on the Amazon Marketplace for £1.3516 (rounded to four decimal places) above this figure. Such a purchase would increase the average. Why I should resent this is a mystery to me, but it is a testimony to our enjoyment of this film that we placed an order anyway. I have awarded this film 7 IMDb stars out of ten, having docked one for overenthusiastic reception of the performances by the audiences, one for Britney advertising and one for something else I can\\'t remember right now. (In case it hasn\\'t tumbled, this review is an anthem in celebration of the use of brackets!)',\n",
+ " \"the fact that the movie is predictable is not a problem. this movie is like a beautiful painting to be enjoyed. the museum scene is like a nice music video. the apres sex scene is an all too familiar scene in all of our adult lives. but the movie would not hold any interest for me without keith gordon. keith gordon is maybe one of the most underrated actors of our time. almost everything i know about acting came from studying mostly his eyes. he had the most compelling face. his character possesses the qualities i look in a guy, sensitivity and dedication. keith gordon is gorgeous. BTW, i kinda wish he'd shave his beard now as his lips, jawline and adam's apple were his prettiest set next to his eyes.\",\n",
+ " \"Well we definitely did see and I and many other people were actually expecting worse. It did have some good parts too it that I was not expecting it still did fail in other areas though.<br /><br />First off the acting was above average. I love Phillip Seymour Hoffman in this movie and I liked Tom Hanks. Hoffman was the glue to this movie. If it were not for him this movie would have crumbled and hit rock bottom. His performance was by no means stunning but absolutely necessary. He gave a good witty, cynical performance in what most other actors could have easily made his character into a cliché. Tom Hanks really gave a nice loose performance and did not disappoint but he certainly did not impress. What I could not stand was that Julia Roberts was involved in this movie. She was as big of a miscast as I have ever seen. For one she is a bad actress, at least to me, she was to young for her character and was to phony even for the character she was playing.<br /><br />The directing was average to me. I'm not really a big fan of the recent Mike Nichols movies and I'm not exactly impressed by this one either. It was made with such a Hollywoodish, cartoonish touch hat I could not stand. The worst part about it was that he tried make it be a really meaningful movie at the end. I love meaningful movies but not when a movie tries to rush a scene or two at the end and show something that tries to justify the rest of the garbage spread throughout the whole movie. That is something that Mike Nichols has seemed to have done a lot in his recent track record.<br /><br />The one impressive part of this movie was the writing. The dialog was put together very well and was able to let the story play out. The writing was what was able to really able to take this movie to an above average level. In so many scenes I found myself laughing in part by the writing.<br /><br />Well that is some of what we saw at least. A lot of the scenery was good in the movie if you get what I mean but not a lot other than that. I did like that this movie did not glorify everything America had done. It is obvious that during this whole war in Afghanistan the U.S. gave weapons to the people who are now against us. This movie kind of show we are too blame for that. It shows that what may seem good in the short term may turn into something horribly wrong in the future. This movie did have a good original message but it just did not deliver it right. Overall though it was entertaining.\",\n",
+ " \"This movie is probably for you. It had an overall meditative quality from the music, to the beautiful photography, and listening to the often cliché things about life that Andy Goldsworthy would say as he worked or in between shots. If you're familiar with Buddhism- that is the sort of the sense I got out of this film. The impermanence of life, the beauty of nature, the interconnectedness of all things, etc. However, what I did not understand, confused, and ultimately forced me to leave without finishing (I saw over an hour of it) was the redundancy of the whole thing. You only find out bits and pieces of why he's commissioned, and how he can even afford to live off of this kind of work. The art work comes alive but all his talking with no conclusions leads to dead ends.\",\n",
+ " 'This must be one of the most horribly titled films of all time. The kind of title that ruins a film because it neither evokes the plot nor the characters. A title like this makes a film flop, even the French title is not much better. Too bad - Truffaut & Deneuve must have been enough to sell it..<br /><br />This is a long film, but largely worth it. Clearly influenced by Hitchcock, we have an intercontinental story about a personal ad bride, her rich husband, a theft, an identity switch, and obsessive love. The plot here is actually very good, and takes us on an unexpected trip.<br /><br />The thing that works both for and against the movie is the focus on the relationship. It is an interesting study in how these plot developments are played out in \"real life relationship\" with these two people. Unfortunately, this is what bogs the film down, and makes it ultimately dissatisfying. We do like films to have a real sense of finality, and that is missing here.<br /><br />It was the case in many of her films that Deneuve became a canvas for Directors to play their fantasies out on, and this time it doesn\\'t work as well. Messy here, is the fact that the Director clearly just wanted to have Deneuve take her top off a few times. Deneuve is an actress who always seems very deliberate and thoughtful, so these attempts to make her seem spontaneous fall flat. <br /><br />Basically, the script needed to be worked out better before shooting began, to make this film tighter and shorter and to snap. But Truffaut didn\\'t snap, did he? So - it wanders a bit, but remains interesting.',\n",
+ " \"Although this film is somewhat sanitized (because it was made at a time when people just didn't talk about sex), it is an extremely helpful short film to show prepubescent girls so they know what to expect during menstruation. Not surprisingly, it was paid for by the Kotex company, though what may surprise many is that Disney made this film--as they made a lot of educational films during the 1940s-60s. However well made the film is, though, I think the film maker's missed a real opportunity. Instead of the nice female narrator's voice and the relatively bland visuals it would have been GREAT if they'd used Minnie Mouse and the rest of the Disney gang!! I know this would have given old Walt a heart attack, but wow that would have been a great film! By the way, although the notion of sex is barely hinted at in the film, it DOES adequately explain menstruation in general. However, it does lack some details (especially about intercourse) that I assume were included in the accompanying booklet.<br /><br />Now if only I can figure out why I watched a cartoon about menstruation.\",\n",
+ " \"The arch title doesn't fit this gentle romantic comedy. Donna Reed and Tom Drake don't have much chemistry -- but their characters aren't supposed to. Both are extremely likable and attractive.<br /><br />The supporting cast is a dream -- with the exception of Sig Ruman's annoying faux Russian.\",\n",
+ " 'The movie looked like a walk-through for \"Immoral Study\". Most likely I never got much involved with the burning need of the female artist to immortalize male nudes and thus all that fuss about \"Now, who drew this penis?!\" sounded a bit gratuitous. Dialogues in this movie are rather dreadful, albeit visually this movie got its moments. I almost dig it when Tassi got into painting a mental picture but then movie weered back onto penises. Highly recommended to those who has not seen one in a while.',\n",
+ " \"**POSSIBLE SPOILERS**<br /><br />The biggest part of the movie that doesn't work IS the Wendigo, and when your title character fails, your movie usually isn't far behind it. The filmmakers' interpretation of the Wendigo's form is interesting, and can be properly menacing when filmed correctly - when the fleeing killer sees the Wendigo in a flash in his rear view mirror, for instance - and the tree-form was actually very good. However, as a monster character it never really comes to life. We don't get much of an explanation for its behavior, and what we DO see from it doesn't jibe with either the story told in the movie itself, or any Wendigo lore I've ever read.<br /><br />I think one of the main reasons that the monster fails is that it isn't given enough to do, in the movie. When you boil this film down to its bones, what you have is a suspense thriller with a little bit of a supernatural element, instead of a movie about a monster.<br /><br />The cinematography is good, though a little cheesy; the filmmakers use scenery, lighting, and time of day to convey atmosphere and mood rather well. The character of Otis comes across as truly dangerous and unpredictable, making him the real monster in the film. It might have been more effective to explain his behavior as him being possessed by the hungry spirit of the Wendigo, which would also be a more accurate representation of the real legend.<br /><br />I have heard unconfirmed reports (from a newsgroup) that the reason the Wendigo doesn't do much is that, when the monster suit was built, it wound up so heavy and and uncomfortable (in order to mimic the stance of it standing on cloven hooves, the performer had to walk on his toes) that it was nearly impossible to run, walk, or otherwise perform in it. Thus the many flashes of the creature standing still, and the obvious sped-up footage of it running. I stress that these reports are uncomfirmed.\",\n",
+ " 'Well-made but basically dreary low-life melodrama which, according to the accompanying interview with lead Isabelle Huppert, writer/director Pialat infused with a good deal of autobiographical detail; given the mainly unsympathetic characters involved, it doesn\\'t do him any compliments - and he does seem to have been a troubled man, as Huppert also says that Pialat often disappeared for days on end during the shoot! <br /><br />The acting is uniformly excellent, however; despite their relatively young age, Huppert and co-star Gerard Depardieu (as the title character!) were already at the forefront of modern French stars - a status which, with varying degrees of success, they both still hold to this day.<br /><br />I have 3 more of Pialat\\'s films in my \"VHS To Watch\" pile, albeit all in French without English Subtitles; due to this fact but also LOULOU\\'S oppressive realism - in spite of its undeniable artistic merit - I can\\'t say that I\\'m in any particular hurry to check them out now...',\n",
+ " \"Kurosawa, fresh into color, losses sight of his usual themes of truth and perception of reality and opts for a depressing take on Tokyo's slums. Kurosawa stretches for a style that was, in my opinion, his antithesis- that is to say, I feel as if Kurosawa wanted to make an Ozu picture. Poorly paced, poorly conceived, this movie is a rare dud in this auteur body of excellent work. While Ikiru, while being mundane and depressing, was still interesting and well paced, and while Stray Dog depicted the slums and social poverty of Japan without being too heavy handed or boring, do desu ka den has all the somberness that one could expect with its content, with none of the redeeming qualities of earlier Kurosawa pictures.<br /><br />Be warned, this is not a movie that Kurosawa should be judged by.\",\n",
+ " \"There are many police dramas doing the rounds. I am not sure why. It's probably to do with the old basic theme of good versus evil.<br /><br />This film has a documentary style as we follow the difficult initiation of Anne, a raw recruit, into a police squad stationed in the Baltic area. No attempt is made to glamorise the police. They are truly down to earth, harsh at times and unforgiving, Anne on the other hand has a soft heart perhaps a little more understanding of the human condition. Against all rules she sometimes holds back incriminating information found on her strip searches and other investigations.<br /><br />This is not a pleasant film. Not one to relax you. There is not much feeling of optimism in it. The police seem to be involved in a losing battle. Tomorrow there will be more bashings, more murders, more family break-ups, and more distressed children. Let's face it. This is the world we live in.<br /><br />As days go by Anne becomes more intimately involved with the police and with the families they are investigating. The only real warmth in the film is that provided by the character Benny, a 12 year old from a broken family. Anne has her own way of patching things up. She turns a blind eye to Benny's shoplifting and tries to help him as best she can. I was surprised though that she went so far as to seduce Benny's father. It set me wondering if it was in consideration of the father or her own needs. After all, the film makes it clear that she was desperately in need of a partner and loving children.<br /><br />Well cast but not my idea of an evening's entertainment,\",\n",
+ " 'Hysterically painful; perhaps the kind of movie Chekhov would have made had he made movies. What\\'s really funny is that the two cousins have so very much in common (many descriptions of their relationship on this site are dead wrong).<br /><br />What\\'s really funny and uncomfortable about these characters is that they just can\\'t bring themselves to talk to each other - or anyone else! It\\'s horrible. If you\\'ve ever been too shy, worried, self-involved, or just plain scared to talk to someone (and who hasn\\'t?) you\\'ll definitely see yourself in this film. And it won\\'t be pretty.<br /><br />It holds a mirror up to the audience and says, \"If you don\\'t like what you see... change it\".',\n",
+ " '17/02/09 \"More\" (1969) Dir: Barbet Schroeder <br /><br />For a film that most viewers have agreed is pretty average, I\\'m impressed by quite how many differing interpretations have been offered of it. I\\'ve only scoured the web quite briefly and I\\'ve already been informed that \"More\" is: a 19th Century-style romance, an allusion to the story of Icarus, a plain film full of dull people, and of interest only to Pink Floyd completists. It\\'s fair to say, then, that critical reception is mixed. I would argue that these wildly disparate readings of Barbet Schroeder\\'s 1969 directorial debut are proof enough that \"More\" is anything but a pretty average film.<br /><br />Neither is it a masterpiece, of course. I approached \"More\" as I did \"Easy Rider\" and Antonioni\\'s \"Blowup\" - as a \\'time-capsule\\' film, a snapshot of an era - despite the differences in pace, style and content between these movies. They all have similar flaws - either vague or downright unlikeable characters, acting that seems slightly adrift from reality, relaxed editing, and abrupt endings that have left viewers indignant. These movies never try to be persuasive or meet the audience half way - they are what they are, man. This in itself is not a problem as long as we are left with a souvenir of the experience. Thankfully, \"More\" offers several truly memorable images, sounds and suggestions to the viewer, and this is what saves it.<br /><br />Stefan is a young man who arrives in Paris fresh from his studies in Germany. The first part of the film follows him as he falls in with a group of French hipsters, accompanies them to devastatingly cool and self-conscious parties and bars before meeting Estelle. The two characters become sexually and romantically involved and he promises to follow her to Ibiza, against the advice of his friend Charlie. This is where the Icarus thing comes into play - she is the Sun, he is pursuing her. You may now be able to guess how this all ends.<br /><br />Ibiza is an idyll so far away from the bustling urgency of the over-populated Paris that the naive Stefan knows he must be on to a good thing. Estelle remains elusive and erratic, and the island has a less desirable underbelly. Up until now I had cared little for either of these characters and their unfocused pursuit of somewhere to be really free, but once the action is pared down to just these two the film becomes poignant quite suddenly. During just one single wistful exchange of dialogue in the remote villa they inhabit, the place where their volatile love crystallises, I went from watching with a fading optimism to being utterly enraptured. I can\\'t think of many other films that have done this.<br /><br />The relationship between Stefan and Estelle is real and human in that we can see it go from life-defining intimacy to disillusionment and cruel coldness. They take a lot of drugs and cavort naked on the terraces, the rocks and beaches. Their lives revolve around nothing but each other and the beautiful Mediterranean surroundings. For a while, their situation is the very essence of freedom, emotional openness and experience for its own sake. But Stefan is not in control, and this is the downfall of more than just his future on Ibiza.<br /><br />Pink Floyd\\'s score is a perfect fit for the exoticism, the intimacy, and the foreboding of \"More\". It is one of the most memorable inclusions, along with the mosquito netting around Estelle\\'s bed, and their hallucinogenic exuberance around the windmill (which appears on the soundtrack album\\'s front cover). A scene in which they take acid to escape from heroin withdrawal is illustrative of the fundamental flaws of the couple - they cannot \\'land\\' without a crash. Maybe they\\'ve come too close to what they wanted.<br /><br />Stefan never makes contact with any family or friends from before his arrival in Paris. We are left to presume they have no idea where he is. While other 1960s Counterculture movies dwell on debauchery, excess, the media and voyeurism, Schroeder has instead presented us with a story focused upon one man, who backs himself into a little corner somewhere in the world and quietly disappears.',\n",
+ " 'and I for one think that is a good thing. I\\'ve just never been a Rosalind Russell fan although the original was my favorite RR movie. But I love Bette and was thrilled to hear she was making this.<br /><br />As for the rest of the production, I think it was slightly less than the original movie. One of my favorite minor characters in the original was Mazeppa with her scratchy fingernails-on-the-blackboard voice belting out \"HEY! It takes a lot more than no talent to be a strippah!\" and although I missed it, I was glad to see the producers had the guts not to do a carbon copy.<br /><br />I also liked the fact there are large portions of this movie which were filmed as if you are looking at a stage, it gives a feeling that you are in the theatre, not just at the movies.<br /><br />I think the other thing I liked about this production was that there seemed to be slightly less repetition of the song \"Let me entertain you\", which becomes completely annoying after about the 5th time you hear it.',\n",
+ " \"As an earlier reviewer said, Travolta stole every scene he was in. Recognize the character? It was Vinnie Barberino, all grown up and still a bit sleazy, but still likable, oh yes! <br /><br />Disappointing were William Hurt and Bob Hoskins, perhaps because their characters were badly written, or they just didn't care. I kept seeing one of the Baldwins (never can remember which) in the Hurt role so Hurt's incredible talents weren't wasted. <br /><br />Andie McDowell is a sweetie, but not very believable; partly the writing. Character development just wasn't a big thing in this film. Just watch it for Travolta, sit back and enjoy.\",\n",
+ " \"Great little thriller. I was expecting some type of silly horror movie but what I got was tight short thriller that waste none of our time. Mostof these movies we have to get into the back characters stories so we will either feel sympathy for them or hatred when people start getting killed. o such foolishness here. Yes you see a few characters but they really only interact with the principals. Such as the husband wife at the motel whose room was canceled. We saw them so we could just how efficient the Lisa character was and how inefficient the new Hotel clerk was. We see the little girl simply because she will have a very small but important role later in the movie when all heck breaks loose. THe Flight Atrendants because we need on in particular to move the plot ahead. The bad guy in particular needs her in the beginning of the flight. The rude guy in the airport was important to the movie too. The only 2 characters that were just 5 liners with no use to the plot were the two young guys on the plane. THat was clever because I thought they would have something to do with plot. From the first scene to the last the woman character a young hotel executive named Lisa is in charge. Even when Jackson shows his true colors she doesn't panic. She thinks what she can do to stall time. Any other movie the smart executive women would be acting like idiots. But not this one. It was a very short movie and I was waiting for the usual plot devices to kick in because the movie seemed to be coming to its conclusion fast. Thankfuly none of them were used. The new hotel clerk did not do the usual called and told her what to do, which is panic drop the phone and run out of the hotel without saying anything, or question your boss and tell her she had to much to drink and just dismiss her. Was Craven should do more of these types of movies. Also one last comment. Brian Cox is in the movie but I had not one clue who he was. I had to come over here to see that he is Lisa's father. He is completely unrecognizable.\",\n",
+ " \"Every time this film is on the BBC somebody in the Radio Times says how it is a satire against the post war world of rationing and the welfare state. I do not think this is the point of the film at all. The film parodies the spivs(small time criminals who ran the blackmarket) and the housewives league who campaigned against government restrictions but were really a Tory front organisation.<br /><br />Yes of course the film sends up the political/social situation but in the end the people realise that they need all the controls to ensure a fair society,they want to be British and muddle through rather than foreign.<br /><br />But I don't think they go back to being exactly like they were before.\",\n",
+ " \"I was at the world premier of this movie, and have even met Todd a couples times around town (once at Olive Garden). Todd isn't a bad guy, he is just a small time film maker with little to no budget and big dreams.<br /><br />As for the movie, it is good if you like zombie films with very little plot and lots of blood and guts. You get to see some Kansas City locations and lots of raw meat, what could be better? :-) Look for the same 2 dozen people playing different zombies (with just a change of clothes or hats). You can have a good drinking game with this movie, take a shot whenever you see the same zombie in a different shirt.\",\n",
+ " 'I saw Ray when it first came out. Why? Partly, because of the advertising hype, secondly because I just loved the heck outa Ray Charles\\'s music. But not being around when his biggest things in music and his life happened, I wanted to learn more about the man\\'s life. And in this film, I did. His addiction to drugs was something I didn\\'t know, and the film let us know.<br /><br />But here\\'s the thing, while this was a decent autobiographical film...I cannot say it was a \"great\" film. I\\'ve seen \"Malcolm X\" and was blown away. Same with \"What\\'s Love Got To Do With It\" and \"Bird\". The performances of each of those films was outstanding. I wasn\\'t just drawn into the main characters in those films - who did incredible jobs - but to those around them as well. That helps make a picture to me.<br /><br />I felt that at some parts of this film was shallow and heavy handed for emotional appeal. And yes, I\\'ll admit at certain parts of the film I almost fell asleep. And the film was too long. And the film left out several \"other\" important details of Ray Charles life that would have made the film flow better. The film got \"choppy\" to me in certain parts. And the film seemed to end with a whimper, not a bang - certain parts, including the ending played like a tacked on \"Lifetime\" cable network movie to me. I expect more outa cinema.<br /><br />So -- where does my ambivalence come in? With Jamie Foxx\\'s performance. Overall, he did -- okay. Not Denzel Washington\\'s Malcolm X or Angela Bassett\\'s Tina Turner\\'s spectacular, but...okay.<br /><br />Sorry folks, but to me, there were several points in the film where I saw Jamie Foxx\\'s interpretation of Ray Charles, and in others - thanks to the wonderful camera angles and lighting - he \"looked\" like Ray Charles. But I paid attention to the ... acting. An actor has to make you believe he IS the character he is playing. Not make a caricature of the character. Did I believe Jamie Foxx was Ray on the screen? Sometimes yes -- sometimes no.<br /><br />Did Jamie Foxx deserve a Golden Globe? You betcha. Does he deserve an Oscar...? Depends on who\\'s he\\'s up against. He\\'s got a few major competitors there, and he might just edge them out. But then again...maybe not. If Jamie Foxx doesn\\'t win, I will not stand up and say \"he was robbed\". I wont particularly feel that he had been.<br /><br />This was a decent film with decent performances and a decent story. A \"great\" autobiographical film of the late Ray Charles? No. Somewhere out there, I feel there IS a great film about Ray Charles just waiting to be made, and an actor that will blow you completely away in doing so.',\n",
+ " \"BEWARE SPOILERS. This movie was okay. Goldie Hawn and Chris Sarandon were the best two in it. Okay, so the goofie foreign guy who (SPOILER HERE) trades with the biker for his clothes was funny. This guy's boss was good, too. But the movie really belonged to Sarandon and Hawn. These two should have had a lot more time on screen together. They're chemistry was great. The bathroom scene-WOW! Romantic, sweet, yummy.<br /><br />Hawn is a goofy cocktail waitress who saves a foreign man and ends up at the whitehouse in the middle of a plot due to the greed of politicians. To talk about Sarandon would be to give a lot away. SPOILERS This is a rather untypical romantic/political comedy, and it satisfies both somewhat-the political side a whole lot more than the romantic. It touches on political issues, and just barely skims on romantic areas.<br /><br />\",\n",
+ " 'This is simply the epitome of what a made for TV movie should be. It was a lazy Sunday afternoon when my wife and I were in grad school that we stumbled upon this. The cheesy acting. The poorly written script. The good ol\\' boys. The ridiculous, yet somehow obvious, cliché, and banal premise. The riding in pickup trucks with your propped-up wife-corpse. It has it all.<br /><br />You will meet familiar characters: gold-digging hussy, stupid rich boy who wants to make it on his own, friends-who-know-better, Daddy who knows better but drives son away. And the wife-corpse. Propped up. In a pick-up. <br /><br />Wow: and the title. Several things in our lives have been \"Texas Tragedies\" since watching this beauty. Everyone involved in its creation deserves a medal.',\n",
+ " \"Dan Burgess is a nice guy. He happens to be a Christian. Dan can't get a date with a girl and thinks that all of his friends are having all of the fun. He is constantly being bothered by non-believers and being made fun of.<br /><br />Dan prays one night, and wishes he was never a believer in Jesus.<br /><br />His prayer is answered for one day. Things get hairy from there. An angel appears to Dan and explains his prayer is granted.<br /><br />So, all of the impact that Dan has had on starting a Christian club.<br /><br />He be-friends Scot Parks and making a difference, is erased for one day.<br /><br />Dan's eyes are opened. His life really did make a difference.\",\n",
+ " 'I was really excited about seeing this film. I thought finally Australia had made a good film.. but I was wrong.<br /><br />This was the most pathetic attempt at a slasher film ever. I feel sorry for Molly Ringwald having to come all the way to Australia to make an awful movie.<br /><br />The acting was terrible (especially that Australian guy who was trying to speak in an American accent), and the plot was also pretty bad.<br /><br />When I first heard about this film coming out, I thought that the title was pathetic (because it sounds like the cheesy film \"Stab\" in Scream 2), but I was willing to let it slide if it was a good movie.<br /><br />WARNING!!! MAJOR SPOILERS!!!<br /><br />Probably the worst thing about the film was the ending. I was expecting a big surprise about who the killer was.. but the killer wasn\\'t even human.. which turned this realistic slasher film into an awful horror movie.<br /><br />Don\\'t see this film.. you\\'ll probably be disappointed!',\n",
+ " 'When I first saw this on tape, about 10 years after it had been released, I thought it was one of the better James Bond movies. However, after seeing it again around the turn of the century, I was disappointed.<br /><br />I think it\\'s a bit overrated only because critics were so happy to see Sean Connery end his 12-year hiatus from playing Bond that they didn\\'t dare criticize the film. I guess what disappointed me was the ending. After investing two hours into the film, you expect a less-hokey, more satisfying ending. And, it may be nitpicking, but I was disappointed in not seeing the regular actors in the supporting roles such as Miss Moneypenny, Q, Felix Leiter, etc.<br /><br />On the positive side, there was plenty of unique action scenes, particularly early on, and the two villains were interesting. I thought Klaus Maria Brandauer was the more intriguing of the two because he was so low-key and looked the \"nice guy next door.\" He wasn\\'t your normal Bond villain.<br /><br />This had plenty of \"skin,\" for a PG movie, especially with Kim Basinger starring, never being an actress known for hiding her figure. The language was very tame, but most Bond movies are pretty good in that department.<br /><br />All in all, it\\'s a \"fair\" Bond and nothing else. Just because Connery is in it, it doesn\\'t mean it\\'s automatically good. Roger Moore and Pierce Brosnan have proved they could play the role well, too.',\n",
+ " 'Hey there Army Sgt. I\\'m sorry dude but being a SGT in the Army and being in the Army National Guard does not make you qualified to comment on a Marine movie. You are not a Marine and just because you wear a uniform doesn\\'t mean you can relate to being a Marine. We simply are the best, we have the hardest training, yes we have big heads about ourselves, but hey when you are the best, you like to strut your stuff. I was in the Iraq invasion and in Fallujah. I fought next to soldiers. You are not \"qualified\" to say anything about my Marine Corps. I hate to be the one that starts the whole \"which branch is better\", but you have no right to say you are qualified to judge a Marine movie. Oh yeah......we are Drill Instructors.......not Drill SGT\\'s. That\\'s the biggest clue you have no idea about what you are talking about. Yeah we do not \"curse\" at recruits anymore. Tell me, how is cussing at someone going to make them a better Marine? How will me hitting someone make a Marine a better Marine? Yes it is a kinder boot camp from what I went through. But we are dealing with different times and people. We are training people who are over all smarter than our generations recruits. We want smarter recruits, not meaner. And anyone who signs up to be a Marine in the first place, has a dedication to be the best his country has to offer. We don\\'t have to reinforce that in Bootcamp. Marines come to Bootcamp wanting to be killers. We don\\'t need to teach them that by demoralizing them by swearing at them and beating them. At least that is how I feel.And yes, I am \"qualified\" to say that. I have been on the battlefield numerous times and I have trained Marines and Recruits who eventually ended up on the battlefield. But then again, what do I know. I was just there, done that, got the t-shirt. SGT of the Army.......get a clue!',\n",
+ " \"It's possible to have a good time with this film while, at the same time, regretting all that it isn't. In the 1980s, a raffish U.S. congressman (Tom Hanks) engineers support for Afghan partisans resisting the Soviet Union.<br /><br />Hanks is in breezy, hail-fellow-well-met form as roguish, politically incorrect Charlie Wilson, first glimpsed sharing a hot tub with three deeply available looking women. If only the film had the same air of insouciance; but apart from Philip Seymour Hoffman's turn as a cynical CIA agent, it tries to be perceived as patriotic too. Aaron Sorkin's trademark staccato dialogue serves its purpose, but the story is no more plausible than one of Wilson's tall tales. And there's an oddly unspoken subtext: Wilson's Afghan pals later mutated into the Taliban and other anti-western groups, leaving the world worse off than it was when these events occurred.\",\n",
+ " \"Sometimes a movie is so bad it's kind of good. This movie was made in Germany and is dubbed in English, so you have to get past that. The acting also was stilted and forced, other than what was done by the real rats, who IMO did an excellent job of acting the part. Snaps to the rat wrangler. Anyway, the mayor of the city has decided to cut costs and the local garbage collectors go on strike as a result, thus leaving large piles of trash everywhere. This storyline has been used before, not to mention has happened in real life (too often unfortunately) and the audience is not in for any surprises. But this is fine. We know what's going to happen and when, and sometimes an audience needs a movie where a lot of brain cells are not necessary to follow along. We have our hero, down to the chiseled face and body, the semi-hero(s), and of course our heroine, who happens to be the doctor, but only still in training, though it is she who discovers what really is going on when so many people end up sick and dying, and not just from a rat bite. Of course the villain must die (okay, all the villains, meaning the rats), and the ending scene is one of those that reminds the audience that a sequel is in the works. This is one of those movies that you just sit back and enjoy for what it is and what it is not.\",\n",
+ " \"A lot of things in this futuristic satire are more theoretically funny than actually funny (though it does have some laugh-out-loud moments) but a lot of that is because it seems to have been cut by the studio to better appeal to exactly the idiots it's mocking. Many situations aren't allowed to develop, there's obvious overdubbing of expository material, and worst of all a narrator explains EVERYTHING (most of which needs no explanation), probably because some preview audience didn't understand what was going on. In other words, a movie about dumbing down has been... you guessed it.<br /><br />One hopes that a longer, better version of this comedy will eventually surface on DVD, and it will become the cult fave it deserves to be, but even in this mutilated and somewhat comic- spirit-diminished form it's one of the more memorable films of the year-- a screech of disgust against our culture and all the ways it's become trashified, stupidified and uglified in the name of appealing to the yahoos. I watched it right after Land of the Dead, George Romero's latest milking of the single idea that consumers = zombies, which is basically the same point Judge is making; yet where Romero's counterculture viewpoint (now zombies = underclass that needs to revolt against the rich) seems hopelessly out of date, Judge's take is fresh, dead-on and far more disturbing. Just listen to the yahoos in your movie audience whooping it up for President Camacho's State of the Union just like their counterparts on screen, and you'll know that we're all doomed.\",\n",
+ " \"Well, I'm not about to add to the diatribe that's been 'preached' about this film.<br /><br />All I can add is that at NO time does it even pretend to be a 'historic' picture. Unlike 'Braveheart', 'Titanic' or 'The Patriot' all of which have very credible and serious historical amendments, purely for theatric effect (possible the worst of excuses). <br /><br />Has everyone taken a sense of humor bypass? <br /><br />All I can add is a paraphrase from the good Captain Macleane - 'It looked<br /><br />fantastic and we have a bloody good laugh'.<br /><br />- One last point. What astonishes me is that there are comments relating to the 'modern music' in a historic setting. I wonder if the same people made the same judgment about Moulin Rouge. I suggest not.\",\n",
+ " \"Believe me I wanted this series to work, but the early departure of Kevin Kilner dealt a near death blow after season one. Robert Leeshock just wasn't right for the part and Jane Heitmeyer did an admirable job as lead but the series just got too messy and confused at that point. I don't know what happened in Season Five, what a mess. Sometimes its time to drop the red cape and just stick the sword in the bull, if you know what I mean. The only consistent thread holding the series together were the amazing performances of Leni Parker and Anita LaSelva as the two Taelons in quiet idealogical conflict. If not for their talents and well-written dialogue they would have been two weird bald man-chicks in a B-movie series.<br /><br />If only this series could have ended at season 4 and picked up later by SyFy...\",\n",
+ " \"Ah, classic comedy. At the point in the movie where brains get messed together, a two minute scene with Bruce Campbell beating himself up partially, reminds me of how simplistic movies and ideas can grab you and wrap you into a whole movie.<br /><br />For years and years, Bruce Campbell knows what kind of movies we want out of him. We want to see weird movies like Bubba Ho Tep. We want to see cameo roles in Sam Raimi movies, and we want to see 'Man with the Screaming Brain'. With the title alone, one knows that it's going to border that completely silly type of movie, like Army of Darkness, only with more silly and less monsters.<br /><br />The idea of the movie is simple. Bruce sees doctor. Doctor has new idea. Bruce gets bad things happen to him on way to see doctor. Coincidentally, it's the thing the doctor wanted to show him that saves him. Hilarity ensues.<br /><br />With the addition of Ted Raimi as a weird Russian guy, and journeyman Stacy Keach as Dr. Ivan Ivanovich Ivanov, it's funny, that does this movie. Complete funny. Never a point of scary.<br /><br />If you like the silly Bruce Campbell, you'll like this. Then again, why would you be watching this if you didn't like Bruce Campbell?\",\n",
+ " \"About 1986 I saw this movie by accident on TV one night. I was 6 years old. It was similar to my accidental viewing of the terrifying ending to Don't Look Now in 1987. I went to Venice on holiday the next year in silent terror, hoping to god that my parents wouldn't find out I'd watched it! <br /><br />Would I have minded if my parents knew I'd watched Les Valseuses when I was a kid? I'd probably avoid the subject with my dad even nowadays, and my mum's probably disapproving in the afterlife. I don't know if they'd want to see it anyway. From the stalking and trapping of a woman at the block of flats in the first scene to sliding down the mountain roads with glazed satiated eyes I'm never sure whether this film is an insensitive piece of trash that disregards the sexual revolution or if it's a sexy liberating movie to watch as it dawns on you that you could never be so offensive yourself. <br /><br />It's definitely violent. It has a violent view of sex, virtually no acknowledgement of love. Even suckling a young baby mutates into a greedy sexual act of exploitation. But the scenario IS very erotic and (god I'm so British) arousing! Do they suck her breasts for her own good? That is exploitation. So why am I getting a woody?<br /><br />The fellows go in search of an experienced older woman, find an ex-con, mother-figure? I don't know. It ends in a truly gruesome suicide. I described it to my friend JB Nelson, who has Cannibal Holocaust-guts, and he went eeuurrgghh! No motherly love for this movie, quite the opposite. Mutilation of where the boys began. Why do they shoot the girl in the leg? Why does she come back to them? Do women need to be punished so that they learn what is right from men?<br /><br />I'm thinking of two movies, one of which I wish I'd never seen, the other makes me wish it wasn't such a harsh world. Swept Away/Madonna what a pile of insanity doesn't compute never been so offended that a woman punished for being a woman becomes slave to man and its maybe madonna saying everybody respect guy ritchie im so enraged i cant use punctuation! Once Upon A Time In America/Leone god why does Noodles do it? Destroys the path to joy we've been following him on his whole life. So close to finally finding love with Deborah. Now they are both destroyed. Why Sergio? Why?<br /><br />There is no rape in Les Valseuses but lots of sex and nakedness in abundance, of both sexes. Very honest, no titillation. No fantasy shags, no perfect Hollywood smooth moves. Jokes, yes. But there's too much darkness and jealousy and trickery in here to call it a sex comedy. Forget Carry On Shooting A Naked Hairdresser In The Leg Cos She'll Come Back & You'll Hook Her Up With Your Ex-con Lover's Vengeant Son & She'll Learn How To Cum From Him.<br /><br />Two things I can't stand are rape movies and prison movies. Les Valseuses isn't a rape movie! God nobody's going to want to watch it now! It is a brilliant movie!\",\n",
+ " \"If you watch this movie you'll be quoting it and referring to it for a long time to come. It's been years since I saw Dolemite and I still quote it to this day. It's a true classic. It is so mind-numbingly awful that it makes a hilarious view. Every terrible line of dialogue is totally amazing. Every wobbly shot a work of art(?). And every punch and kick so woefully executed. You won't believe your eyes. It's all I can say. If I really get into how mesmerizing this movie is I won't be able to stop and I'll go way over the IMDb 1000-word limit.<br /><br />Please, please watch this movie. You'll be in hysterics. Either 1/10 or 10/10, depending on your sense of humor.\",\n",
+ " 'Did you ever wonder how far one movie could go? <br /><br />Schizophreniac relentlessly explores the world of the extreme with Harry Russo. <br /><br />Harry is an aggravated writer, killer and drug addict scumbag who will stop at nothing to destroy those who stand between him and insanity. Driven by the demonic voices of his ventriloquist dummy rubberneck, Harry begins his killing spree. <br /><br />From director Ron Atkins comes the 1st installment of the vilest story ever to be filmed<br /><br />The only other movie I have seen similar to this would happen to be the 2nd installment entitled Schizophreniac Necromaniac<br /><br />This is a really low budget film and will not be for everyone, but if you are looking for something disturbing, different and horrific then this would make a fine choice.<br /><br />DO NOT EXPECT ANYTHING LIKE MODERN DAY HORROR (Such as Scream)<br /><br />Viewer discretion is advised',\n",
+ " \"For those not in the know, the Asterix books are a hugely successful series of comic books about a village of indomitable Gauls who resist Caesar's invasion thanks to a magic potion that renders them invulnerable supermen. There have been several animated features (only one of them, The Twelve Tasks of Asterix really capturing the wit and spirit of the books despite being an original screen story) before a perfectly cast Christian Clavier and Gerard Depardieu took the lead roles in two live action adaptations that proved colossally successful throughout Europe but made no impression whatsoever in the English-speaking world. <br /><br />The uncut French version is great fun, but sadly does not appear to be available in a version with English subtitles outside of the UK DVD. While there's still no sign of a US theatrical or DVD release, the Miramax version of Asterix et Obelix: Mission Cleopatre is also on that DVD (and has played on UK TV), and you'll never guess what - it's been completely re-edited (at least 21 minutes gone) and dubbed into English. Maybe Harve mistook it for a Hong Kong movie - after all, he never saw a foreign film he didn't think couldn't be improved by heavy re-editing and shelving for a few years.<br /><br />Whereas Asterix et Obelix Contre Cesar was lovingly dubbed into English from a particularly good translation script by Terry Jones but otherwise left unaltered, that sort of thing really isn't the Miramax way. The results ain't good. The film was the best attempt to get the books mixture of slapstick, anachronisms and highbrow classical humorous asides to the screen, but a lot of the classical references are gone (such as the great Raft of the Medusa sight gag or the Cyrano de Bergerac references from Depardieu), alongside anything that seems too French or might slow the picture down, with the result that the first 20 minutes are now a real slog. Several punchlines to sequences are missing, Depardieu's part has been trimmed (his part was already fairly small because of his serious health problems during the shoot: the US version has been partially digitally regraded to change the unhealthy pallor of his face in the original!), and as usual with dubbing, because literal translations into English don't fit properly, lines are either rushed so much they're not funny anymore or the dialogue has been changed completely (a couple of these changes are admittedly funny, like one character dreaming of a world in which he could move his lips in French and hear the words in English).<br /><br />Not a total disaster, but very disappointing considering how good the full-length version is. It would be nice to think that Miramax would do a Shaolin Soccer and release both versions, but since they've shelved both films for two years since paying $45m for them (another classic case of Harvey's notorious chronic buyer's remorse: gee, wonder why Disney were so p****d at their overspending) and still have no release plans, that may just be too much wishful thinking.<br /><br />It's a real pity that such an accessible and entertaining film will now only be available to non-French speakers in such a clumsily bowdlerised version. It seems the plucky Gauls may have been able to defeat Caesar's legions but are no match for the Miramax jackboot.\",\n",
+ " 'No matter how much it hurts me to say this,the movie is not as good as it could have been.Maybe I was misled by the countless exaggerated reviews here on IMDb,but I expected so much more...<br /><br />Sure,the idea is a good one,the violent scenes and the camera-work are outstanding,the imagination of genius Dario is breathtaking, but the movie is \"soiled\" by a couple of mistakes that I find unforgivable. First of all, am I one of the few people who feel that the Heavy Metal music played in the most intense scenes simply rips the atmosphere apart??? With a different kind of music (Goblin????) during the \"needle\" scenes,it would have been SOOOO intense!... Instead,the soundtrack destroys any chance for tension... Secondly, the final killing scene and the last few moments of the movie are simply silly and uninspired. I don\\'t want to say \"amateurish\", cause I love Argento\\'s movies.The ending left me feeling empty.Talk about a final impression! This is hardly what happens in most of Dario\\'s films! Though,admittedly,Suspiria also suffers from a rushed finale (even if most of it is brilliant)....<br /><br />In short,watch this movie,try to make the most of its good points,but be prepared for some bad ones as well. This is NOT a perfect movie by ANY means.',\n",
+ " \"I can tell you just how bad this movie is. I was in the movie and I haven't seen it yet, but I cringe at the thought of anyone actually paying to see me drunk. Especially considering what we did that year. The thing is that they probably over edited it. Especially the scene where my roommate was snorting coke of the tits of a Mexican prostitute (they probably should have followed him around). We made a few come and go appearances but aside from that I can't really remember anything. I was the MC in a few scenes (from what I'm told. What I can tell you is that everyone avoided the camera crew since who wants to be remembered as the guy who threw up or the girl who showed her tits to the world (or the girl that loser lost his virginity to). Overall the trip itself was crazy but people act different once the camera is on them.\",\n",
+ " \"David Morse and Andre Braugher are very talented actors, which is why I'm trying so hard to support this program. Unfortunately, an irrational plot, and very poor writing is making it difficult for me. I'm hoping that the show gets a serious overhaul, or that the actors find new projects that are worthy of them.\",\n",
+ " \"I hate reading reviews that say something like, 'Don't waste your time, this film stinks on ice.' It does to that reviewer yet for me, it may have some sort of naïve charm. If you like the other 'Whistler' series films, this one will be watchable. If you like 40s noirish films, this one will be watchable.<br /><br />This film is not as good, in my opinion, as any of the earlier series entries which starred Richard Dix as the protagonist. It's much slower, and the plot is trite. You've seen this same narrative device used in many other films, and usually better.<br /><br />But the acting is good, and so is the lighting, and the dialog. It's just lacking in energy and you'll likely figure out exactly what's going on and how it's all going to come out in the end not more than a quarter of the way through.<br /><br />The 'Whistler' series is semi-noir, and there character, mood, lighting, camera movement and angles are more important than the story itself. But this film is not noir. It's too light weight and Hollywood innocent for that. Neither Richard Dix's character nor those of any of his ladies in the previous films had to come to a good end. You just never knew until the end.<br /><br />But still, I'll recommend this one for at least a single viewing. I've watched it at least twice myself, and got a reasonable amount of enjoyment out of it both times.\",\n",
+ " 'Rickman is sexy and good, but the \"stranger\" is less convincing - Reedus is sort of sexy, but he is not a consistent actor - this could be the director\\'s fault in this case - we are supposed to find him alluring in the extreme just because he is \"pretty\" - but that\\'s not enough. The thwarted wife is almost convincing - 7 years marriage and she and Rickman\\'s character should be more settled with each other, whether their roles are to be incompatible or not - they must have patterns by now. i get that, although i think the wife is a bit stiff in her role - and not convincingly attracted to the \"stranger\" - so that\\'s a failing - the unspoken bonding between the Rickman character and the \"stranger\" is better done, even if we are not sure what it is. i miss Rickman\\'s sexy English accent (luckily he slips into it and out of the American pattern). disappointing but with some great acting.',\n",
+ " \"Wow, alot of reviews for the Devils Experiment are here. Wonderful. My name is Steve and I run Unearthed Films. We just started releasing the Guinea Pig films on DVD for North America. Now before you ask why am I writing a review? Instead ask why some people bash it. I'm writing this review because I love the Guinea Pig films. Why do I love em, it's because they go for the throat and they don't let go. I've seen it all. Almost every horror film known to man, Argento, Fulci, Bava, Buttgereit. from every underground cult sensation to every Hollywood blockbuster. I've seen it all and the films that have stuck in my head over the years was definitely the Guinea Pig films. Why because it doesn't try to hide the reason why we watch horror movies in the 1st place. This review is for the Devils Experiment. I find it devoid of story which is fine by me. Why do I watch horror films? So I can see blood and gore and the torture of people. The Devils Experiment not only delivers but that's all it is. Pure unadulterated violence. Yeah I like a story but sometimes I just want the gore and the Devils Experiment delivers ten fold. Why do people bash it. Cause they like a story, so that the torture and death of a person can be hidden behind a story. It make em feel better about themselves. We all want blood and gore. It's just really hard to justify it if it's not wrapped around a story. The Guinea Pig films have a historical meaning to them and they have created a definitive splash whenever they have been released.<br /><br />I'm thrilled to be able to release one of the most famous horror series in the world. Maybe I shouldn't have written this review but then again maybe I should. My view is biased cause were releasing them but then again it's not. I've always told people to find them and to watch them way before I started Unearthed Films. Sure it's exploitive and over the top but isn't that why we watch horror films in the 1st place. The Devils Experiment is NOT for everybody. It's for thrill seekers and gorehounds only. If you think Jason movies and Freddy Krueger movies are awesome then stick to those. But if your on the next level and have seen it all then the Devils Experiment is for you. There is a reason why they haven't been released for over 17 years. They are wrong, disgusting and down right freaky and not something to watch with your mom, unless she is totally cool. Good luck, enjoy and never stop living your life.\",\n",
+ " 'I\\'ve read approximately 10 reviews of this film, but haven\\'t taken any of them \"to heart\". Harrison Ford is being criticized for everything from his haircut to his earring and I really don\\'t see what any of these things have to do with the film. As I recall, he had bad hair plus bad reviews in Blade Runner but it\\'s still a favorite among us videophiles. It is slower than the majority of his previous films but not worthy of the trashings it has received.<br /><br />I would gladly pay $7.50 just to watch a bald Harrison Ford mow his lawn.',\n",
+ " 'Chen Kaige lost his sense of tempo. I envy Europeans and Americans who can watch the film without following the dialog with their ears, because it is painful to do: slow, unnaturally heavy, and over-deliberate. But Westerners, on the other hand, suffer from the poor quality of subtitle translation, which manages to lose all the subtlety and double meanings that make a careful study of the film so much fun.',\n",
+ " \"If you love the book, as I do, stop watching the video after Jean and Joe meet in Australia. Up to that point it is a fairly faithful rendition of the book, and the visuals are great. 10 out of 10 to that point and I've enjoyed it many times. After that, the story is seriously rearranged and revised in ways that really destroy the key part of the book, i.e., how Jean creates a town like Alice (Springs). In the early part, the major change is to make Strachan a 40-something bachelor instead of a seventy-year old widower. This rather skews this love story, especially when there are also small changes that contribute to making him more selfish and avaricious, such as: in the book, he intimates to Joe at the ship that he might find more than a letter waiting for him in Australia, but in the video he gives Joe no clue about Jean's whereabouts or intentions. The last hour of the 5-hour video scrunches and mangles the last third of the book. I see no reason why they threw in a fight between Joe and Jean -- it is quite out of character and seems to be just an Aussie dig at Pommies for telling them what to do. Then they bring on Strachan for the wedding (instead of some three years later) -- and have him read the toast!! -- very strange, especially in the context of the relationship between Jean and Noel as cast in the video. The whole wedding scene is the invention of the screenwriters. These abominations take up time in the last hour, which was already not long enough to do justice to the fascinating story of how Jean recreates Willstown as a place where she and Joe can both be happy.\",\n",
+ " 'Nazarin is some kind of saint,he wants to live in life exactly how Christ taught man to do.But it\\'s too late:now the Catholic Church is between the hands of a wealthy bourgeoisie,the bishops live in luxury and don\\'t give a damn about the poor and the sick.That\\'s why our hero can\\'t follow the way his hierarchy asks him to follow.So he divests himself of everything,and on his way to purity,he\\'s joined by some kind of Mary Magdelene and a woman who\\'s attracted by him sexually (the scene between this girl and her fiancé is telling).In Spain (it was the late fifties),they thought Nazarin was a Christian movie!Knowing Luis Bunuel,it was downright incongruous:all his work is anticlerical to a fault.Comparing Nazarin and his \"holy women\" to Jesus is a nonsense.On Nazarin\\'s way,only brambles and couch grass grow.His attempt at helping working men on the road is a failure,he\\'s chased out as a strike-breaker.All his words amount to nothing.At the end of the journey,he\\'s arrested and offered a pineapple by a woman(Bunuelian sexual symbol). Thanks to \"Nazarin\" ,Bunuel was allowed to return to Spain (where the censors had not got a clue ) and to direct \"Viridiana\".',\n",
+ " \"The Beatles had just done 'Magical Mystery Tour.' There was the general feel that performance, peace and drugs went together naturally. In LA, there was a film subculture that knew something was up. Nicholson was in several of these gangs.<br /><br />Before he decided to seriously become an actor, before 'Easy Rider,' before 'Pink Flamingos,' before 'Day for Night,' there were several experiments with what to do about this. An important one is 'Saragossa Manuscript.' This is another.<br /><br />Jack writes. He plays with circular narrative, self-reference, film reference, performance self-loathing, the pain of creation, all on the outskirts of safe kiddiepop. You must see this, if only to know something about Jack.<br /><br />Certain actors act by digging into themselves. It is a common technique. Some dig deep, but after a while, they become boring because they are incredibly shallow people. There isn't just enough stuff in there to sustain a career. Think of DeNiro and Hackman.<br /><br />Others are pretty interesting people, who seem to become more interesting over time. When they dig into the barrel, they put stuff back in because of the pain of the digging. Think Sean Penn and Jack. At the bottom of Jack's barrel, at the end of the thread he spins, as the base of every character is this experimental, risky writer/filmmaker.<br /><br />Who cares if it is a bad movie? It is bad because it took risks. Watch when a tear is wiped from Annette's cheek by the director. It is a loving goof on the whole Brando thing, something that I heard Marlon laughed about. That is one of the richest moments in Hollywood film history.<br /><br />There's another reason to watch this. Music in film is has a strong root in dance. Revolution in film often relies on music. Whole cultures are thus swept along.<br /><br />An unsung giantess in inventing how billions now dance is Toni Basil. She was as influential in pop choreography as the Beatles were in music. She was already well into her career when called upon to work on this. But this is one of her earliest screen appearances. You can see her work throughout and she herself in the pretty cool 'Daddy's Girl' segment, over one of Nilsson's better songs. (Followed by the Frank Zappa cameo.) McCartney would reference this scene in his TeeVee special years later.<br /><br />A third reason to watch is early (about 6 1/2 minutes) in the film: a character named 'Lady Pleasure' kisses each Monkey in a long continuous shot and then dismissively departs. She is credited as I. J. Jefferson but is really Mimi Manchu, Nicholson's lover at the time and LSD partner. Red hair, psychedelic demeanor. Lovely. That scene says it all for me, about how Jack feels about the boys.<br /><br />Ted's Evaluation -- 3 of 3: Worth watching.\",\n",
+ " 'I first came across this film when I read a book (written in the 1970s) about the career of Mitchell Leisin. I have to admit that over the years I have watched many of his films and find his best work really high quality. SWING HIGH, SWING LOW was supposed to be one of his best. While it did not bore me, it did not impress me as much as HOLD BACK THE DAWN, DEATH TAKES A HOLIDAY, KITTY, or even GOLDEN EARINGS. I suspect it just dates too much now to be well liked.<br /><br />Working at Paramount Leisin had a problem in those films that he did which were musicals. Most of the scores he worked with were fairly mediocre. It\\'s true that twice standards appeared in his films, but they were really rare cases: \"Cocktales for Two\" appeared in MURDER AT THE VANITIES, and \"Mona Lisa\" came out of CAPTAIN CAREY, U.S.A. But the rest of the score for MURDER AT THE VANITIES was forgettable. \"Mona Lisa\" was the only tune in CAPTAIN CAREY. It shouldn\\'t have been this way - Leisin\\'s studio had Rogers and Hart working for it in the early 1930s. Why couldn\\'t he have been assigned to a project with them? The score for SWING HIGH, SWING LOW, is pleasant but forgettable. Unfortunately, the movie is centered in the entertainment world, as Fred Macmurray demonstrates great talents as a trumpet player (he even works Carole Lombard into his act by looping his arms around her when he blows his trumpet). The song (sung by Lombard) about how her lover\\'s playing thrills her, is important to the plot. It works in the film, but it would have been better if the song was more memorable.<br /><br />There is a picaresque style to the film - it begins on an ocean liner that Lombard works on, as a manicurist. She is constantly being bullied by her boss Franklin Pangborn (the ship\\'s barber). Then the ship is entering into the Panama Canal, and we see MacMurray as a soldier, who\\'s enlistment is ending shortly. Their first scene together has a nice Leisin touch in it: MacMurray is talking to Lombard, she on the deck of the boat and he on the edge of the wall of the lock. Nice way to keep the action going while the dialog hits a dull bit.<br /><br />The film follows the rise and fall of the Skid Johnson (MacMurray) as he meets Lombard, and begins his reputation as a trumpet player, but meets the \"other woman\" in the film, Dorothy Lamore. The best moments in the film deal with the collapse of the relationship with Lombard, and his collapse as a jazz trumpeter (his appearance and need for alcohol is very untypical for a MacMurray character - even his darker figures like Walter Neff or Mr. Sheldrake or the naval officer who pushes the Caine Mutiny did not demonstrate a reliance on alcohol.<br /><br />Lombard is good as the woman loved but wronged by MacMurray. Lamore has little to really do - possibly the film had more scenes with her in it, but one stands out is her attempt to get MacMurray onto the wagon again. In his opening bit Pangborn is fine. Rarely noticed in films, small part actor Carl Judels is effective as a fair weather fan/friend of MacMurray, who drops him as he goes under (though he gives him a hand-out).<br /><br />Charles Butterworth is as trivial in this film as usual, but he does have one moment when he looks sheepishly at his hands on the keyboard of a piano in the rooms he, his girlfriend, MacMurray, and Lombard share - his red faced appearance is due to embarrassment about a lie that MacMurray is insisting is true. It was a nice, subtle moment. If only his subtlety had been in his acting rather than his moments of diffident humor.',\n",
+ " 'E. Elias Merhige\\'s existentialist experiment in the enduring is definitely one hell of a boring watch. This is like something Alexander de Large was forced to watch in \"A Clockwork Orange.\" But, despite just how unwatchable this film really is, it is a success.<br /><br />If you are reading this and have not already seen the film, then it is too late. For me, at least, the payoff (after 3 separate viewings with lots of break in between mind you) was seeing the list of characters *after* the story was told. That\\'s when the simple message hit home. But i wonder if Merhige could have told a 5 minutes story in about 30, instead of 78.<br /><br />However, seeing as how the cast of credits is displayed prominently on the front page for this movie, the cat is already out of the bag and you surely will only appreciate this film if you appreciate existentialist film making from the early 20th century. Even then, you might puke.<br /><br />4/10 (but i commend Merhige for crafted a piece of art, even if it is unwatchable)',\n",
+ " 'Richard Schickel\\'s 1991 documentary about Gary Cooper - \"Gary Cooper: American Life, American Legend\" gives us a look at the tremendous, all-American star through his films and his life. Narrated by Clint Eastwood, the theme is definitely \"Gary Coooper, American\" as we are taken through fast clips of his many appearances in westerns, and scenes from \"Meet John Doe,\" \"Mr. Deeds Goes to Town, and \"Sgt. York.\" The best part of the documentary is the home movies of Cooper and his family as well as his childhood photos, showing him as a beautiful blonde kid with the sunny smile he would have his entire life. There is also a hilarious clip of Cooper on \"The Jack Benny Show\" doing the comeback on the number \"Bird Dog\" - and Benny loses it. The documentary also takes us briefly through his tumultuous affair with Patricia Neal, which nearly ruined both their lives.<br /><br />There\\'s a certain cohesiveness missing from this bio/retrospective - it jumps around a lot and has no footage of Cooper being interviewed, which would have added a lot. Also, Clint Eastwood\\'s narration was described as unobtrusive. What it was, was boring and monotone. Given that Cooper himself tended to be the strong, silent type on screen, we could have used a little animation.<br /><br />On a personal note, Gary Cooper was one of the handsomest men who ever lived - there were some looks at him in his early films, but not nearly enough for this fan. That smile, those lips, that bone structure - he was handsome throughout his life, but in films like \"Morocco\" and \"Desire,\" he is devastating. Instead of sitting through a scene from one of his worst performances, as Howard Roark in \"The Fountainhead,\" giving a speech that he admitted to the author he did not understand - a young, suave Cooper in a tux would have been a nice touch. This documentary, alas, was definitely produced by a man.',\n",
+ " 'this movie is another on the list that i did not want to see. i was talked into it and dragged into the theater, but boy am i glad for that. i thought it was going to be just another love story, but it turns out to be SOOO much more than that. definatly an intellectual flick, one of those movies you have to pay attention to.',\n",
+ " '\"What is love? What is this longing in our hearts for togetherness? Is it not the sweetest flower? Does not this flower of love have the fragrant aroma of fine, fine diamonds? Does not the wind love the dirt? Is not love not unlike the unlikely not it is unlikened to? Are you with someone tonight? Do not question your love. Take your lover by the hand. Release the power within yourself. Your heard me, release the power. Tame the wild cosmos with a whisper. Conquer heaven with one intimate caress. That\\'s right don\\'t be shy. Whip out everything you got and do it in the butt. By Leon Phelps\" When Tim Meadows created his quintessential SNL playboy, Leon Phelps, I cringed. Hearing his smarmy lisp and salacious comments made my remote tremble with outrage. I employed the click feature more than once, dear readers.<br /><br />So When the film version of \"The Ladies Man\" came on cable, I mumbled a few comments of my own and clicked yet again. But there comes the day, gray and forlorn, when \"nothing is on\" any of the 100+ channels...sigh. Yes \\x96 I was faced with every cable subscribers torment \\x96 watch it or turn my TV off! There he was, Leon Phelps, smirking and ...making me laugh! What had happened? Had I succumbed to Hollywood\\'s \\'dumb-down\\' sit-com humor? Was I that desperate to avoid abdicating my sacred throne? The truth of the matter is I like \"The Ladies Man\" more than I should. A story about a vulgar playboy sipping cognac while leering at every female form goes against my feminist sensibilities.<br /><br />What began as a crude SNL skit blossomed before my eyes into a tale about Leon and his playboy philosophy, going through life \"helping people\" solve their sexual conflicts. \"I am the Mother Teresa of Boning\", he solemnly informs Julie (Karyn Parsons), his friend and long-suffering producer of his radio show, \"The Ladies Man\". And he\\'s not kidding. Leaving a string of broken hearts and angry spirits, Leon manages to bed and breakfast just about all of Chicago. That he does so with such genuine good-will is his calling-card through life.<br /><br />Our self-proclaimed, \"Expert in the Ways of Love\", manages to get himself into a lot of trouble with husbands and boyfriends. One such maligned spouse, Lance (Will Ferrell), forms a \"Victims of the Smiling Ass, USA\" club, vowing to catch our lovable Don Juan. \"Oh yes, we will have our revenge\", he croons to his cohorts, in a show-stopping dance number.<br /><br />Plus it\\'s such a total delight to see Billy Dee Williams as Lester, the tavern owner and smooth narrator of Leon\\'s odyssey to find his \"sweet thing\" and a pile of cash. (Where has he been hiding?) But would I choose this movie as my Valentine\\'s Day choice? Leon\\'s search for the easy life changes him in so many profound ways - that I had to give the nod to our \"Ladies Man\". That he can, at the movie\\'s close, find true happiness with one woman, while still offering his outlandish advice, is the stuff of dreams!',\n",
+ " \"I find Alan Jacobs review very accurate concerning the movie;however I had the opportunity to rent the DVD from blockbuster with a commentary from BYU's Curator, Motion Picture Archives James D'Arc. The then LDS Prophet Heber J. Grant approved of the movie understanding the deviations from historic content for dramatic expression and telescoping events. For example the movie showed Joseph Smith on trial. despite Brigham Young's great oratory in defense of Joseph Smith he was convicted anyway. Then Joseph was killed. Historically Joseph Smith was never convicted of anything. Brigham Young was in Boston when Joseph Smith was arrested for this particular trial. Joseph Smith and his brother Hyrum where both killed before the trial took place.\",\n",
+ " 'Boasting the title for the sickest film ever made, PINK FLAMINGOS is an undisputed classic. Sure, the camerawork is shaky and off-center, the story is muddled and slow-paced, and every single character in the movie is repugnant and despicable, but PINK FLAMINGOS has a certain playful charm and brilliant satiric wit that no other movie can match.<br /><br />While this film is indeed an offensive one, reading descriptions of what goes on in the movie is much worse than actually seeing it. Only John Waters can succeed in making rape, murder, sadism, cannibalism, coprophagia, and just about every other form of human debauchery known to man seem absolutely hilarious. This movie must be seen to be believed.',\n",
+ " \"Every time I watch this show I just want to turn it off and curse the makers for wasting my time week after week. The dialogs, or monologues rather, as everybody just rants on endlessly about nothing, are just becoming so tedious. For example, the episode I watched yesterday began with a seemingly unending rambling about how a particular dish (I forgot what it was, pasta with meatballs perhaps) always manages to turn the Gilmore family dinner into all-out war. And these were just the few seconds or so.<br /><br />So it seems every time, lots of lines, with absolutely zero content. The scripts they use must be enormous.<br /><br />But then every once in a while something happens. The babbling stops and suddenly there are these wonderful silent, emotional moments. For example, this week it was Lorelai's breakdown at the estate agent's. I just thought it was the best piece of TV I have seen for a long while.<br /><br />Almost makes everything worthwhile.\",\n",
+ " 'The Ator series is a shining example of what B-movies should be. They fail in every aspect, but in such a hilarious way that they are funny rather than sad. \"Ator l\\'invincibile 2\" aka \"The Blade Master\" aka \"Cave Dwellers\" shows us Europe\\'s favorite Conan clone, Ator where we left him in the first movie- after showing us a lengthy recap of all the events of the first film. This time the world must be saved from \"The Nucleus\", a kind of bomb, represented on screen as a bright light (I guess they couldn\\'t afford a prop). This one features invisible attackers and samurai. As with the first film, lots of stock footage is used (including one rather obvious bit from \"Star Wars\"). Thoroughly laughable and unforgettably bad- this is an exception B-movie.',\n",
+ " 'I felt it necessary to respond to the comments posted on the front page of this film\\'s page because some of it was slightly misinformative.<br /><br />Originally I posted quotes from the original poster, but I wasn\\'t sure if it was proper given that this is the \"comments\" index and not a message board (though we used to use \\'em that way back before IMDb added the film message boards) so I will edit this to make it unnecessary.<br /><br />Well, first of all you may not be aware of this, but Gene Kelly first became famous for playing \"Pal Joey\" on Broadway in the original production. When Vincente Minnelli decided to make a Gershwin \"panorama\" film, he wanted Kelly\\'s character to be more sophisticated than the \"goody two shoes\" roles he had been playing in most his films (with the exception of \"For Me and My Gal\"). Alan Jay Lerner was instructed to construct a new story set in Paris based on the story of \"Pal Joey\". This gave Kelly a chance to play his famous role from Broadway even though Warners had outbid MGM for the rights to \"Pal Joey.\" In my opinion, the WB film \"Pal Joey\" is a wreck, though Sinatra was suitable for the role, but other problems sunk the film (script changes and poor direction. ===================================================<br /><br />You complain that Kelly\\'s pictures are not well done, even citing your art education to prove the point. But you miss the fact that Kelly\\'s bad art was clearly designed to be bad, and it is necessary for the story/characters. The pictures are so bad, the audience knows that Kelly isn\\'t ready for an exhibition. Even he knows it, though Milo has sort of sugared him up to the point where he almost believes her. But it\\'s important that the audience not be sitting there saying \"but, he\\'s a great artist, if he only had the chance!\". You want the audience to be fully aware of his deficiencies.<br /><br />Then you complain that he sabotages his interest in the show; again you are not understanding the structure of the story. He refuses because he doesn\\'t want to feel like a gigolo, and because he knows he\\'s not really ready for the exhibition. His enthusiasm for the exhibition is certainly not as great as \"Joey\\'s\" enthusiasm to \"start a nightclub\". But it serves the same function in the plot. Remember, it\\'s essential in \"Pal Joey\" (the play) that Joey gives up his nightclub after he realizes that he doesn\\'t deserve it. Same with the art show. If Kelly\\'s paintings were actually good, it would undermine this whole point. ===================================================<br /><br />Then you complain that Caron and Kelly have no \"chemistry\". I guess it\\'s in the eye of the beholder. I agree, the chemistry between them is not as strong as it should be, but for me it was fine. Compare it to even worse \"forced\" romances like the one between Cary Grant and Sophia Loren in \"The Pride and the Passion\". ====================================================<br /><br />When you say that the big dance finale has nothing to do with anything else in this film, it just shows that you haven\\'t dug beneath the surface of the film into its symbolism. Many elements in the dance sequence relate to the story and characters, and through the dance the plot is resolved through images and symbolism. It\\'s about finding love, enjoying love, then losing love (he looks around and his love is gone). The movements of the symphony are constructed so that part of each dance scene mirrors a separate phase of Parisian Art and also a separate phase of their relationships. If you didn\\'t\\' see that, it\\'s not the movie\\'s fault. It\\'s certainly not a \"load of crap\". ==================================================',\n",
+ " \"I know that Chill Wills usually played lovable old sorts in Westerns. But his role in this segment is something I've remembered for a long time. Wills could be a first rate villain. Yes, Burgess Meredith's Fall was correct! That look in Hepplewhite's eye! It expressed porcine greed, ignorance, and the threat of violence all at once. Quite a performance, I think.<br /><br />The segment itself was a good one, too. Question: couldn't the little black bag cure alcoholism? I guess it did, sort of, with Fall. But the doctor would have been wise to apply the cure, if he had it, as quickly as possible to Hepplewhite.<br /><br />There is one moment that was annoying but also necessary. And it is something that appears to recur in these Night Gallery segments. It's Serling's constant need to sermonize. For that's what we got, one more time, with Dr. Fall. I don't know what was more frustrating, losing the black bag and all its miracles or not being to stop Fall from preaching about the bag's benefit for humanity, all while rubbing Hepplewhite's greedy face in the mud, and, therefore, all but begging for Hepplewhite to strike out at him. But as I say, it was necessary. At least it was for me. Otherwise, we wouldn't have been able to see Wills' performance discussed above. All done without moving a muscle or speaking a word.\",\n",
+ " '\"Pink Flamingos\" was revolutionary for its time, and even today it\\'s still hard to watch. Not that I didn\\'t enjoy the film, it\\'s hilarious; but it\\'s very repulsive and Jonh Waters pushes the envelope as far as it can go. The story concerns Babs Johnson (Devine), she\\'s the filthiest women alive. She lives in a trailer with her son Crackers and daughter Cotton. Not to mention the overweight Edie who\\'s obsessed with eggs and sleeps in a crib. Then there\\'s Connie and Raymond Marble, two filthy perverts who are jealous of Babs. They long to outdo her in being the filthiest person alive. This means having their janitor impregnate kidnapped women and selling the babies to lesbian couples, flashing people in public, and even sending Babs a turd in the mail. Babs fights back to prove she\\'s the most deranged person alive. Which even includes incest, murder and eating dog crap and other sick sexual acts. It\\'s a film that\\'s fun for the whole family. (well depending on where you live?) Watch \"Pink Flamingos\", but don\\'t forget your barf bag. For more perverse, weird sex and bodily functions also see \"Sweet Movie\".',\n",
+ " \"First, the positives: an excellent job at depicting urban landscapes to suit the mood of the film. Some of the shots could be paintings by De Chirico. Sophie Marceau, beautiful.<br /><br />The negatives: the stories are hard to believe. Unreal, uni-dimensional characters preen and posture 100% of the time, as if they were in some kind of catwalk. This is neither the Antonioni of his earlier, much better movies nor the Wenders we've all come to know and appreciate. Malkovich is excess baggage in this movie.\",\n",
+ " \"heres a fun fact, I was the baby in the movie, the one in the crib. :) I am 19 years old now. my parents took me to try out for the part, we lived in Texas at the time.I think I only made like 80 bucks for it, but i wasn't in it very long. My parents said i would cry when i was supposed to be happy and would be happy when i was supposed to cry. I was all mixed up. Strange and funny fact i suppose.. and no I am not a child actress. I am livin' in San Antonio, workin' at a walgreens. I graduated here in Texas but I lived in Maryland most my life. This Movie is a great movie, though, good concept. I have seen it several times in my short 19 years.\"]"
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+ "['The \"saucy\" misadventures of four au pairs who arrive in London on the same day in the early 1970s. There\\'s a Swedish girl, a Danish, a German and a Chinese. The story contrives to get the clothes off all of them, involve them in some Carry On-type humour and couple them with various misfits from the British film and TV culture of the time, including Man About the House star Richard O\\'Sullivan, future Coronation Street rogue Johnny Briggs and horror film stalwart Ferdy Mayne (playing a sheik). There\\'s a pretty risqué amount of female nudity on display, for those who like that kind of thing (but obviously nothing hardcore).<br /><br />Most of the film is pretty thin and inconsequential; the girls are stereotypes, and German Anita especially suffers from some kind of infantalising disorder - she\\'s a moron obsessed with colour TV who acts like a kind of uninhibited child & dresses to deliberately show her private parts; in another more serious film, she would be a psychiatric case. The most interesting section of the film involves the Swedish girl being taken to a club in London where some dodgy types are still trying to swing, being seduced by a middle-aged rocker, losing her virginity and realising that the scene is not for her. These sequences have some energy in them and point to a more intriguing film than we\\'ve ended up with, in which promiscuity and the dregs of the music business and upper classes live soulless and seedy lives (there\\'s a fine turn by John Standing as an impotent public school roué). The strangest of the stories has the Chinese girl (future cannibal film veteran Me Me Lay) getting off with her childish piano prodigy employer, falling mutually in love with and then leaving in the middle of the night for no good reason at all, except some orientalist notion that \"Chinese birds are inscrutable, ain\\'t they?!\" The film is pretty demeaning to its women characters and there\\'s a smattering of homophobia in the dialogue and one of the characterisations. The end is striking, as Mayne\\'s sheik for no earthly reason (except they have to end the film somehow) whisks all of the girls away to his Arab kingdom for what looks to all the world like a future in the white slave trade, which they are all delighted about.<br /><br />Stuff and nonsense for the most part then, but directed with a fair amount of skill by veteran Val Guest, which puts it as a piece of film-making a notch above most of the 70s Brit sexploitation flicks.',\n",
+ " \"So many fans, so little to show for it. I know, I know, these words are gonna find me in a great minority. A lot of people really liked Good Will Hunting. But seriously please, great film making, not even close, and let's put the blame where it belongs... in the writing.<br /><br />Now, I know they won an oscar for it, and boy did they look good emoting on the screen. But Good Will Hunting is an ABC after school special with lots of cursing in it, and a slightly bigger budget.<br /><br />What this movie does show, is the brilliance of Harvey Weinstein and Miramax Pictures. Mr. Weinstein could take manure, feed it to you, and make you believe your eating bon bons. And that's exactly what the studio did with the film. They created such high faluttin buzz around it, that people believed, and wanted to believe it so much --- that they saw brilliance where there was none.<br /><br />Now, I know some people think it's a great movie, I don't think it's a horribly bad movie, I like to compare it to more in the middle of the road movies, and also to some great Made for TV movies (although, not HBO films, HBO films are unusually better than Good Will Hunting would ever be.) It's just a nice, little film, with some good performances, Robin Williams was not good in it, they just gave him the oscar cause the'd been itching to do it for a while. And of course, the Miramax public relations machine secured Ben and Matt their screenwriting oscar... but come one people... there's better movies out there thatn GWH.\",\n",
+ " 'Interesting plot but painfully dull. The script lacks... lacks acting. To me this film compares with \"Made for TV\" type movies. I was lucky to survive the film without falling asleep in my popcorn. I watched this film with my family. It is fairly safe to watch with your kids. (only 1 semi sex scene)If you wish to see a young Meg Ryan...check out this movie. Very 80-ish. You will like this movie if you like the combination of depressed people at Christmas, booze, super glue and tar. Or maybe you are like me... and have have a higher standard for acting in films. However I did like the way the movie began and ended! Mark.',\n",
+ " 'Hollywood Hotel was the last movie musical that Busby Berkeley directed for Warner Bros. His directing style had changed or evolved to the point that this film does not contain his signature overhead shots or huge production numbers with thousands of extras. By the last few years of the Thirties, swing-style big bands were recording the year\\'s biggest popular hits. The Swing Era, also called the Big Band Era, has been dated variously from 1935 to 1944 or 1939 to 1949. Although it is impossible to exactly pinpoint the moment that the Swing Era began, Benny Goodman\\'s engagement at the Palomar Ballroom in Los Angeles in the late summer of 1935 was certainly one of the early indications that swing was entering the consciousness of mainstream America\\'s youth. When Goodman featured his swing repertoire rather than the society-style dance music that his band had been playing, the youth in the audience went wild. That was the beginning, but, since radio, live concerts and word of mouth were the primary methods available to spread the phenomena, it took some time before swing made enough inroads to produce big hits that showed up on the pop charts. In Hollywood Hotel, the appearance of Benny Goodman and His Orchestra and Raymond Paige and His Orchestra in the film indicates that the film industry was ready to capitalize on the shift in musical taste (the film was in production only a year and a half or so after Goodman\\'s Palomar Ballroom engagement). There are a few interesting musical moments here and there in Hollywood Hotel, but except for Benny Goodman and His Orchestra\\'s \"Sing, Sing, Sing,\" there isn\\'t a lot to commend. Otherwise, the most interesting musical sequences are the opening \"Hooray for Hollywood\" parade and \"Let That Be a Lesson to You\" production number at the drive-in restaurant. The film is most interesting to see and hear Benny Goodman and His Orchestra play and Dick Powell and Frances Langford sing.',\n",
+ " 'This is a pretty simplistic romance. Girl finds boy, girl loves boy, girl loses boy, girl finds boy. Colleen Moore is the outstanding ingredient in this recipe, delivering a wonderfully varied dramatic/romantic performance, well deserving of an Oscar nom. Equally fine are the aerial combat special effects.<br /><br />Moore plays a French girl whose mother has turned over their field to a British aerial squadron during WWI. She is the \"daughter of the regiment\", loved as a little sister. Into this mix comes a fill-in for a downed flyer, Gary Cooper. At first they hate each other, then they love each other, then the entire squadron is sent out on a suicide mission. Cooper returns but crashes in the village and a red cross unit removes him. Moore searches for him, is told at a hospital he is dead, then wanders the streets until he calls from a hospital window and they are reunited.<br /><br />It\\'s a nice little romance, but hardly more than that. Recommended for fans of Ms. Moore and Mr. Cooper',\n",
+ " \"It's Die Hard meets Cliffhanger when a ski resort is besieged by terrorists and it's up to one cop, Jack (Crackerjack) to stop this.<br /><br />A B-action movie that borrows from other films and is quite good with pretty good action, a ridiculous plot (as always in these movies) and three fine stars. Thomas Ian Griffith as the cop and Nastasja Kinski and Christopher Plummer as terrorists. If you don't like stupid B-action movies this is not for you.\",\n",
+ " 'Just watched on UbuWeb this early experimental short film directed by William Vance and Orson Welles. Yes, you read that right, Orson Welles! Years before he gained fame for radio\\'s \"The War of the Worlds\" and his feature debut Citizen Kane, Welles was a 19-year-old just finding his muse. Besides Vance and Welles, another player here was one Virginia Nicholson, who would become Orson\\'s first wife. She plays a woman who keeps sitting on something that rocks back and forth courtesy of an African-American servant (Paul Edgerton in blackface). During this time a man (Welles) keeps passing her by (courtesy of the scene constantly repeating). I won\\'t reveal any more except to say how interesting the silent images were as they jump-cut constantly. That\\'s not to say this was any good but it was fascinating to watch even with the guitar score (by Larry Morotta) added in the 2005 print I watched. Worth a look for Welles enthusiasts and anyone with a taste of the avant-garde.',\n",
+ " 'Another FINE effort by America\\'s most UNDERrated filmmaker. His knowledge on the subject of racism is STAGGERING, and IMPRESSES me on more than one level. Accusations that Lee is really just a devious little racist, a poisonous dwarf who opportunistically exploits Hollywood\\'s Affirmative Action system to make movies of inferior quality is utter NONSENSE, mere Right-Wing propaganda. The very notion that Lee would resort to misusing the current climate of political correctness in America in order to produce hate-filled anti-white movies is simply FALSE and malicious.<br /><br />Some of Lee\\'s detractors even go so far as to suggest that GOTB glorifies African-Americans, while putting down other races: obviously, another FALSEHOOD disseminated by people who are AGAINST peaceful co-existence between different races in America and elsewhere.<br /><br />My favourite scene in the movie is a lengthy dialogue early on between the rich black Republican and the others in the bus. The views presented by that man are simply WRONG - all across the board. 100% UNTRUE. He LACKS education, unlike the brilliantly INFORMED guys who quite DESERVEDLY throw him off the bus.<br /><br />TERRIFIC performances, and an INTELLIGENT script make for a viewing experience that has been RARELY rivaled by any political movies made since.<br /><br />I also want to point out the incessant LIES that the Million-Man March had only 80,000 people taking part in it!<br /><br />(And now all you have to do is take the antonyms of all the words written in capital letters...)<br /><br />So what message does Lee send here? If someone doesn\\'t agree with your political views, you simply apply violence and throw him off the bus. I thought the movie said \"get ON the bus\"...?<br /><br />Apparently, Mr.Lee is for bus-segregation after all, i.e. is no different than those KKK lunatics before him: the bus is only for those blacks who are in line with the Democratic Party\\'s line of thinking. So much for \"freeing the slaves\"...<br /><br />The end-credits: \"This movie was entirely financed by black people.\" And distributed and marketed by a major Hollywood studio run by Jews and whites whom Farrakhan despises...',\n",
+ " 'This is probably the first entry in the \"Lance O\\'Leary/Nurse Keat\" detective series; in subsequent O\\'Leary films, he was played by much younger actors than Guy Kibbee.<br /><br />A group of relatives (all played by well-known character actors) gathers in an old house (on a rainy nite, of course!) to speak to a wealthy relative, who goes into a coma.<br /><br />While they wait for him to recover, all sorts of mysterious goings-on happen, including a couple of murders.<br /><br />A creepy film; worth seeing!',\n",
+ " \"i got a copy from the writer of this movie on soulseek. I have to say it is pathetic and just plain painful to watch the two cops act, but i watched the movie as a joke and since it is a homage to august's underground which i happened to have seen it is in my book as an awesome movie. Its quality and everything about it is pretty bad but its entertaining and something to talk about amongst your friends. Reminds me of troma but good stuff. I recommend seeing this under two conditions, if you are bored and need a good laugh, or high, otherwise just let it be. Recommended download for sure. o and the killings are pretty funny. like when the zombie rips the Satan worshipers dick off and stabs someone in the head with it.\",\n",
+ " 'Dare Rudd (John Wayne) and sidekick Dink Hooley (Syd Saylor) are itinerant cowpunchers who can\\'t seem to stay in one place very long. In \"Helltown\", the boys are headed to Montana, where they meet up with Rudd\\'s cousin Tom Fillmore (Johnny Mack Brown), who offers them a job. It\\'s a hoot to see the boys wearing aprons as they start out as cooks with the herd, although Dare becomes self conscious when Miss Judith (Marsha Hunt) rides into camp. Judy is Tom\\'s girl, but the attraction between her and Dare is evident early on.<br /><br />Fillmore has a cattle herd to move, and promotes Dare to running the drive, partly to prove to Judy that he may not be up to the task. Meanwhile, bad guy Bart Hammond (Monte Blue) has his eyes on Fillmore\\'s cattle, but when his henchmen fail to rustle the herd, he figures it\\'s easier to win the money that Dare was paid at the end of the trail. Conning Dare into a rigged card game with his man Brady (James Craig), Dare\\'s money begins to evaporate hand after hand. It\\'s only when Dare fails to show up back at Fillmore\\'s ranch that Tom goes out to find his cousin. Exposing the cheats, Tom, Dare and Dink high tail it before the bad guys can get their revenge.<br /><br />\"Helltown\", also known as \"Born to the West\", was released in 1937 by Favorite Films Corporation, a couple of years after Wayne\\'s series of Westerns for Lone Star Productions. It only slightly alters the Lone Star formula; Wayne does get the girl at the end of the film, but here he was trying. There\\'s a great runaway horse scene where Wayne rescues Marsha Hunt, in which Johnny Mack Brown\\'s horse does a complete somersault spill. Syd Saylor does a nice job as the comic relief pal, doing his best to sell lightning rods to unsuspecting victims. He replaces familiar faces George \"Gabby\" Hayes and Yakima Canutt here, staples of the Lone Star films. John Wayne\\'s charisma is beginning to develop here, preparing him for the leap to super star status that he eventually achieved. <br /><br />\"Helltown\" was based on a novel by legendary Western author Zane Grey. If you\\'re looking for more films based on Grey\\'s stories, try \"Fighting Caravans\" with Gary Cooper, \"The Light of Western Stars\" with Victor Jory, \"Drift Fence\" with Buster Crabbe, and \"Heritage of the Desert\" with Randolph Scott.',\n",
+ " \"Thanks to the BBC for this show. I used to suffer from an inferiority complex, I hated leaving the house, talking to new people and I had an overwhelming sense that people hated me. However after watching one episode of 4 Non Blondes my fortunes started to change. After episode 2 I started applying for new jobs, wearing fashionable clothes and I actually felt talented. When the series had finished I was running the sales department at work, banging a plethora of women and frequently won the karaoke competition down my local. If you ever have a confidence crisis and don't know where to turn then take a trip down to Poundland and pick up the DVD it's only 99p.\",\n",
+ " \"I would give this movie 5 rather than 3 if it would be at least in time... When i've seen it in first time it was just what you could wait from the work that is based not on the artistic abilities of the directors but on the idealistic or i would rather say idiotic habits of our (Kazakhstan) government... It's a shame, because 'Qazaqfil'm' was been shooting nice movies when it was not honoured by the name of Shaken Aimanov, but it was actually ran by him. The movies like 'Konec Atamana', 'Kyz Zhibek' or even 'Aldar Kose'. But after Mr Aimanov's death the production of quality movies went down almost dramatically in 10 years time there were very few films produced. However, in late 1980s, 'Assa' was shot, it was a film about first organised crime groups in the big country, one year later Mr. Rashid Nugmanov shot another film with the co-staring of the same actor/singer V.Tsoy, at that time he was already a soviet/Russian rock legend, - the movie called 'Igla' (The Needle or something) it was completely new, somebody called that period as resurrection or a new Kazakh movie wave. Unfortunately nowadays we do not have a quality movies, our directors shooting movies on the french and Japanese financial support, and thus movies are not for the public but for the authors professional critics, some of them take a price on international author movie festivals but there a very few of them become a business asset products... And again back to our 'nomads'. Such movies usually unpopular because of vast aspects. The same effects was with Nikita Mikhalkov's 'Sibirski Cyrilnik' about Russian tsars, that was also shot on parities with foreign partners, i think they were french or maybe British. Nobdy liked it, even in Russian public it become as a main topic of a comedians and comedy shows like 'KVN'. IMHO\",\n",
+ " \"So after the initial disappointment of the first Final Fantasy movie, which seemed to bare next to no resemblance to the Final Fantasy series, Final Fantasy: Advent Children has released itself to a warm reception and, now, a dedicated fanbase. And the reason for the films success is understandable as it has lush graphics, fast moving fight sequences and some cool as hell characters. However, if you haven't played FF7 then it is likely that you will not enjoy this film as it's storyline carries on from the game without previous explanation and your likely to get lost from the plot even if you have played the game. Secondly, there is no character development, without previous knowledge from the game your opinions on the characters are limited to 'cool' and 'not cool'. Of course, for FF7 fans the film is almost guaranteed to entertain, at least for nostalgic reasons, and it's cool seeing all the characters you grew to love from the game rendered in some pretty amazing computer animation. One last complaint, the film, at least in my opinion, attempted to cram too much into less than two hours and therefore the last half hour or so seems horribly rushed. If you played and enjoyed FF7 than it is a worthwhile watch, though nothing too special. If you have not played FF7 then it is best that you play it first before watching this film.\",\n",
+ " 'Unfortunately this is not as good as any of the other films that Jim Carrey (producing and starring) and Brian Grazer have worked on together, but bits of it are definitely worth a look for laughs. Basically Dick Harper (Carrey) thinks he is being promoted to a better job. That\\'s until the company of Dynocorpe sinks and closes down. Now Dick and his wife Jane (Téa Leoni), and their son of course, are in trouble with money. No matter what they try, they can\\'t raise the kind of money they really want. So they start robbing a few places. And then they decide to rob the guy that set Dick up, his ex-boss Jack McAllister (Alec Baldwin). I think the most laughable bits are when Carrey\\'s in the elevator singing \"I Believe I Can Fly\" and the bit when he ties up someone in a robbery, and is speaking with a voice changer (he sounds like a crap robot). Okay!',\n",
+ " 'I\\'m no slouch at finding \"redeeming social value.\" Whatever book or film people want to suppress, from Huck Finn/Heart of Darkness to, I don\\'t know, Deep Throat or the latest hostage beheading, I sincerely wish they wouldn\\'t. I\\'m not a lover of porn or of violence-as-entertainment, but what of them I chance upon I tend to see camera angles, cuts, pans, lighting, rhythms, nearly to the exclusion of fear or titillation, sometimes even missing filmmakers\\' or actors\\' intent. Even from footage that reasonable people may argue should never have existed, I always imagine there\\'s something to learn. I wonder more at how a film does than about what it does. Maybe that\\'s wrong of me. Wiser but harder than deconstructing unpleasant cinema, might be to see cuts, pans, etc., at one with and inseparable from no matter what content. I ask myself what horror filmmakers and church architects have in common. Add in political filmmakers, fascist and not. All manipulate with light, space, and sound in order to alter perception and mood. How different are their goals? How different are the goals of those who film real atrocities for use as propaganda? <br /><br />When the original All Night Long (ANL) trilogy appeared on my shelf, I left it unwatched for nearly year. Curiosity had made me buy it. I sampled a few minutes of \"1\" the day it arrived, up to the awkwardly sound-effected street corner stabbing that seems really an attack on film viewers\\' sensibility, found it inept but effective. I\\'d have to come back to it, certainly, but didn\\'t relish the prospect. Clearly this wasn\\'t the sublime horror of Kairo, Cure, Angel Dust, Lain, the rawer but still traditionally framed horror of the first Evil Dead Trap, the overtly political work of Koji Wakamatsu, or even the brilliant crudity of early Cronenberg.<br /><br />Maybe that word \"attack\" is key. Matsumura attacks not his characters, but his viewers. I can\\'t watch these at this point in history without thinking of both Abu Garib (some of which I think I recall was evidenced on video) and the hostage videos, but also about Godard\\'s torturers (in Le Petit soldat?) to whom atrocity is just a job, a fraction of a person\\'s workday. And then there\\'s the prolonged Northern California news story whose details I barely remember but can\\'t entirely forget because it too entails \"cinema,\" a duo of serial killers notorious, if suggestion isn\\'t playing games with my memory, for having videotaped themselves torturing victims.<br /><br />All three ANL entries are revenge cinema, vigilante exercises, but I\\'m attaching these notes ANL3 because it\\'s the most ambitious and may constitute a turning point for director Matsumura. (I haven\\'t seen the entries that followed ANL3.) Through the first two offerings, I imagined a camera fallen into the hands of one of those fringe kids from middle or grammar school who obsessively draw war scenes or other atrocities. (Or as if one of Matsumura\\'s revenge-crazed characters had turned writer-director. Anyone watching these who hasn\\'t seen Michael Powell\\'s Peeping Tom would do well to see it.) But ANL3 seems to aspire to mainstream. Matsumura\\'s protagonist grows carnivorous plants, allowing for some typically Japanese cool close-up nature shots. There\\'s also, for the first time a Matsumura film, a traditionally erotic sequence: Kikuo\\'s female boss sneaks up and begins to caress him while he\\'s peeping at the love hotel\\'s customers. Kikou finds himself unhappily sandwiched between. He\\'s a middleman voyeur. The brief thrill comes from the layers of voyeurism. There\\'s even a philosophical/poetic garbage sifter, a garbage voyeur who somehow makes me think of the poem repeated in Wakamatsu\\'s not-at-all-what-it-sounds-like Go, Go, Secondtime Virgin.<br /><br />I\\'m getting nowhere with this, and it\\'s getting in the way of my commenting other films. Can\\'t escape the suspicion that a few years on I\\'ll walk into a Matsumura retrospective at my local film archive, maybe hosted by some learned character who\\'s caught onto something I\\'m missing.<br /><br />How much does it matter whether the director is or simply \"gets\" his lethally muddled protagonists? Does he even have to understand them? Maybe a director\\'s job is just to spew it out, then let critics, sociologists, and the rest of us hash things out. Maybe directorial or artistic responsibility is a bogus notion.<br /><br />My final struggle with this thing had me wondering what on earth a woman thinks watching these overwhelmingly male exercises. We put women through this over and over, from Star Wars to et cetera and et cetera and on and on and on and on, but is anything quite as male-skewed as the All Night Longs?',\n",
+ " 'Daft potboilers don\\'t come much dafter than this, but it\\'s a Douglas Sirk movie which makes everything alright. Except in this case it doesn\\'t. Based on a sanctimonious novel by the sanctimonious Lloyd C Douglas, (he wrote \"The Robe\"), and already filmed in 1935 with Irene Dunne and Robert Taylor, it\\'s got more uplift than a cantilever bra.<br /><br />Rock Hudson is the arrogant playboy who not only feels responsible for making Jane Wyman a widow but later is directly responsible for the accident in which she loses her sight. To make amends he takes up medicine, becomes a great eye surgeon and restores it. (No, it sin\\'t quite that daft; he had planned to become a doctor before becoming an arrogant playboy). In between times, they fall in love.<br /><br />Try as I might I can\\'t quite find the redeeming social commentary and critique of American mores that are supposed to lie just below the surface of Sirk\\'s films, (this one isn\\'t too deep). On the plus side Rock Hudson isn\\'t half bad, (I think I am rediscovering him), and, of course, it looks great, (in Sirk\\'s films people live in rooms the size of cathedrals). Nothing in this film matches the best of his later work and even in soap-opera terms this is definitely daytime TV.',\n",
+ " \"If you want to see a Horror Film which is Horrible and in very bad taste, this is definitely the film to view. This films starts out with two young teenagers getting wild ideas about going into a chat room and going out on blind dates, and quite possibly they will wind up like a little lamb to the slaughter house. Plenty of blood, gore, nudity, handcuffs and all kinds of blood draining hooks and things you will never dream a person is capable of performing on men and women. If you like piercing, well this kind of piercing deals with heavy heavy hooks and plenty of tattoo's; besides, lots of needles and thread to seal up things on the human body. I really hope that this film does not give some sick person in this world, the idea to act out these horrors in real LIFE.\",\n",
+ " 'I am sitting here watching the film, Tango and Cash. IT led to a discussion about other great late 80s movies. The ridiculous Tunrer and Hooch, K9 connection came up.<br /><br />Granted I have never seen K9PI and if I still value my life, I never will. Joshua quotes this as his movie of the year. Wow. Wow. I am utterly astonished that this movie exists. But so much more than that the fact that Joshua likes this move disturbs me to the core. I think Joshua is one interesting guy <br /><br />K9<br /><br />K9',\n",
+ " \"The reality of the mafia environment is absolutely dog-eat-dog where a gangster will be killed for showing any sign of weakness because they become a liability. I've got no problem with the human side of gansters' being portrayed but Bugsy steers too far in the direction of soft, comical, men. The film is enjoyable but is only light entertainment and not a biopic of a man who, though exciting, was extremely dangerous and fearsome.<br /><br />The acting's all good and the direction very solid. The locations and era are very well represented and the themes very interesting. Did Bugsy really want to kill Mussoulini?\",\n",
+ " \"How much can you really say about a condom with teeth? The plot was really out there, but it was something campy to see on a Friday night. The story has a lot of unexpected twists, and it's a great way to offend all you're conservative friends!\",\n",
+ " \"It's kind of fascinating to me that so many reviewers consider this a masterpiece. I am not a dullard as far as quality films go, and I will agree that from a technical filming standpoint, as well as for several of the characters portrayed, the film is in an award-worthy class. But there is no sense (for me) of this film actually going anywhere; I mean, taking the viewer anywhere. It is a series of mood scenes, perhaps remarkable as such, but I want more from a film. I look for story and movement and a fulfillment of arrival, none of which did I find in this film. Yes, it might be considered poetry on film . . . but there is much poetry that I cannot live with for the same reason: that it paints pictures without going anywhere.<br /><br />One thing further to be said is that it documents a mid-century English childhood, which is necessarily limited in its universality. I was personally appalled at what a young British boy had to live through, in that time and place. Having grown up in America just a decade earlier, I can authoritatively say that the contrast is immense. I cannot help wondering if this contrast has had some effect on those reviewing the film so favorably. In other words, could there be a tendency to judge the film entirely on its 'filmic magic' (which I acknowledge is there) and completely ignore its lack of relevance to the nature of one's actual recalled experience?\",\n",
+ " '**Possible Spoilers Ahead**<br /><br />Gerald Mohr, a busy B-movie actor during the Forties and Fifties, leads an expedition to Mars. Before we get to the Red Planet we\\'re entertained by romantic patter between Mohr and scientist Nora Hayden; resident doofus Jack Kruschen; and the sight of Les Tremayne as another scientist sporting a billy-goat beard. The Martian exteriors feature fake backdrops and tints ranging from red to pink\\x96-the \"Cinemagic\" process touted in the ads. Real cool monsters include a giant amoeba, a three-eyed insect creature, an oversized Venus Fly-Trap, and the unforgettable rat/bat/spider. The whole bizarre adventure is recalled by survivor Hayden under the influence of hypnotic drugs. THE ANGRY RED PLANET reportedly has quite a cult following, and it probably picked up most of its adherents during the psychedelic Sixties.',\n",
+ " 'Too Much of Something Borrowed Grade B-<br /><br />Super Bowl Sunday is one of the slowest days at movie theaters every year. Because of this, movie studios tend to avoid releasing bigger budgeted films that weekend. Every few years a studio releases a counter-programming female skewing movie (2001\\'s \"The Wedding Planner\") to compete with the big game. This Super Bowl weekend similarly titled \"The Wedding Date\" will try to find success and attract viewers not watching the game. <br /><br />Sick of people feeling sorry for her, single-woman, Kat Ellis (Debra Messing, TV\\'s \"Will and Grace\") hires male escort Nick ( Dermot Mulrony, \"About Schmidt\") to pose as her boyfriend for her sister\\'s wedding in London. Her family has been giving her a hard time about her not being married, and her ex- fiancé of seven years, who dumped her without a reason, is the best man. To make him jealous Kat parades Nick around her ex to make him see what he is missing. But ultimately Nick helps Kat realize that she can open up, and let someone love her.<br /><br />The film borrows too much from similar wedding movies. It is almost a carbon copy of 1999\\'s \"Picture Perfect\" and mixes in scenes similar to \"The Wedding Planner\" and \"My Best Friends Wedding\". The movie also has a reverse \"Pretty Women\" theme going for it, and knowing her audience, the director makes clever references to that and other films.<br /><br />\"The Wedding Date\" has all the clichéd elements of a typical wedding movie, there is the stereotypical overbearing mother (Holland Taylor, \"Legally Blonde\"), and practically plagiarized wedding speeches by the family and friends at the wedding and rehearsal dinner. The twist at the ending has been done before, but it was something that wasn\\'t completely expected. The real reason why Kat was dumped comes as a surprise and changes the direction of the film for the last half hour.<br /><br />Even though \"The Wedding Date\" is predictable, it is able to stand on its own. Debra Messing, in her first lead role, proves she can be charming and funny. Dermot Mulrony has great chemistry with Debra Messing, but most of his dialogue was too corny and unrealistic. He is able to make best of what he is given, and be able to salvage the character. <br /><br />By the use of many clever puns (often sexual), the film is actually funny. Although primarily a chick-flick the film has components everyone can enjoy. The feel good story, and humor make it the best date movie released in a long time.',\n",
+ " 'Another Day - this movie requires you to watch it another day to understand it. I thoroughly enjoy watching Shannen Doherty and I was quite interesting in seeing how well Julian McMahon and Shannen appeared together following the roles they played in Charmed. I can certainly PRAISE the acting skills throughout the film, even the directing - but the plot...what happened? I am at a loss for words because I am still confused. I have to stay loyal to the actors who really did a good job considering the madness of the plot. I also have to recommend you watch it because despite the plot-madness I would still watch it over and over again.',\n",
+ " 'We now travel to a parallel universe where the appearance of giant prehistoric monsters flattening cities are part of the daily routine. It\\'s the world of Godzilla, Rodan, Mothra Ghidrah and their kind - a strange world, and one made even stranger by the appearance of an unidentified flying turtle called Gamera.<br /><br />Forever in the shadow of the monolithic Toho Studios, second rung Daiei Studios were more famous for samurai sagas than monster movies. In the mid 60s they decided to join the giant reptile race and designed a rival monster series to Toho\\'s mammothly successful Godzilla. They wisely chose Gamera as their flagship - a giant turtle that shoots flames from between its snaggle-teeth, and spins through the air by shooting flames through its shell\\'s feet-holes (and at one point you almost see the paper mache shell catch fire!).<br /><br />The first Gamera film \"Gamera The Invincible\" (as it was sold to the US) is a virtual mirror of the first Godzilla film, only 10 years behind. American fighters chase an unmarked plane over the Arctic to its fiery demise - the nuclear bomb on board ignites and awakens the giant Gamera from its icy slumber. Feeding off atomic energy, it immediately goes on a rampage, and the world wants to destroy Gamera once and for all, but a little Japanese boy named Kenny, who has a psychic connection with the giant turtle and even keeps a miniature version in an aquarium by his bedside, believes Gamera is essentially kind and benevolent. He\\'s like a little Jewish kid with a pinup of Hitler. \"Gamera is a GOOD turtle,\" he pleads, then sulks, and puts on a face like someone\\'s pooped in his coco pops. Miraculously the world\\'s leaders listen to him, and so begins Z-Plan to save the world AND Gamera from complete destruction.<br /><br />Released in 1965, Gamera was a surprising hit. The annoying infantile anthropomorphism actually worked on kiddie audiences in both Japan and the US, and the sight of Gamera on two feet stomping miniatures of Tokyo and the North Pole is gloriously chintzy. Most surprising of all is the longevity of the series: eight original Gamera films, plus a slew of recent remakes. Not bad for a mutant reptile whose only friend is mewing eight year old milquetoast - and if I hear \"Gamera is friends to ALL children\" one more time I\\'M going to crush Tokyo. Which appears to be an easy task in the parallel universe where children are smart and turtles are bigger than a Seiko billboard in the 1965 turtle-fest Gamera.',\n",
+ " 'Once again Bronson\\'s talent is mostly wasted on this shock value 1984 thriller which (uncut) is far more disturbing than most of what is out even today. The fact that \"The Evil That Men Do\" is very disturbing (in its verbal and visual depictions of torture) is not the problem. It is the shameless gratuity in which it is presented. Interestingly, this film seems to symbolize that latter part of Bronson\\'s career in which he has tortured many of his fans with the same egregiously predictable and uncreative plots. One hopes this fine actor will rise again.',\n",
+ " '\"Transylvania 6-5000\" is an insignificant but occasionally funny and charming mid 80\\'s horror parody with some very familiar names in the cast and a handful of genuine opportunities to chuckle in the script. Two bozo journalist of a gossipy tabloid newspaper are sent, very much against their will, to Transylvania to do a story on the alleged return of mad scientist Frankenstein. There are some adorable little gimmicks and details to discover left and right in the film, like a little guillotine for hard-boiled eggs and laboratory test tubes that are being used to put in cream and sugar at the breakfast table. The wholesome of the film, however, is not as successful as it could and should have been, with jokes and parody situations that are way too overlong. The Roger Corman production \"Transylvania Twist\", which came out four years after this, is a lot funnier and much more recommended. The film is particularly parodying the classic Universal milestones of the early 30\\'s, so you better make sure you\\'ve seen those if you want to grasp all the tiny gags and references. There\\'s a pretty original twist indicating that the Frankenstein character only behaves like a mad-raving evil scientist when he enters his laboratory. It\\'s also revealed that he\\'s actually more of a Father Damien sort of messiah who\\'s only concerned with the condition of exiled monsters. Michael Richards, the freaky guy who plays Kramer in Seinfeld, stars as a psychotic butler who appears and disappears at the most inappropriate moments. I\\'m pretty sure John Turturro\\'s character in \"Mr. Deeds\" was inspired by Richards\\'s role here.',\n",
+ " \"This is species already hatching into a beautiful model (Mathilda May). A smashing baby with an urge to kiss and kill!<br /><br />The movie begins with a strong launch, and infected by a bore-virus throughout the middle to end.<br /><br />The weakest spot is the presentation of the basic plot/story. As you should have compared it, Natasha Henstridge's Species got the same plot, but adds up much interesting side plot and not mentioning good actions and strong clymatic ending.<br /><br />This explain why Patrick Stewart joins the fleet of enterprise in Star Trek Next Generation; he wanted to find more models in glass cage, floating inside Halley-Comet.<br /><br />A must see for a science fiction fans.\",\n",
+ " \"not your typical vamp story, not bram stoker or anne rice here. a truly original vampyre story. these vampyres are genetic mutants who the sunlight don't bother. they are pure evil to. <br /><br />the film is not perfect. many of the actors are clearly amateurs. the two leads who play van helsing and rally the vampyre chick are pretty good though. the film is intensely violent which may disturb some people. also it is loaded with scientific detail that many will find hard to understand and may get bored with. i was sold on the clever storyline and the couple good performances. no telling how successful this film could be if they had a bigger budget and it got mass distribution\",\n",
+ " 'Genre: Cartoon short with no dialogue, African girl and lion.<br /><br />Main characters: Inki, the lion and the minah bird. <br /><br />What happens: A lion wants to eat an African girl called Inki. There is also a rather confusing Minah bird. Is he on Inki\\'s, or the lion\\'s side..?<br /><br />Message: Erm\\x85<br /><br />My thoughts: I agree with Lee Eisenberg, this is rather mean on poor African people!! :-( I like how the main character, Inki (who is an African girl) is quite a nice main character, but they still portray her rudely and make a younger audience not like her very much just because she\\'s HUNTING!! GRRR CHARLES M. JONES!! I don\\'t like the lion very much and I think the minah bird is ALL RIGHT (I suppose). Personally I prefer Charles M. Jones\\'s Looney Tunes cartoons in the future.<br /><br />If you want to watch this anyway, then I recommend the website YouTube. Just type in \"Inki\" on the space in the main page and you\\'re there. <br /><br />I wish Charles M. Jones had been nicer to Inki in this short. So there. <br /><br />Recommended to: People who are interested in old cartoons and/or people who are just messing around on You Tube.',\n",
+ " 'Woosh\\x85! Man\\x85 What can I say...?<br /><br />The opening-scene, maybe? We see a bunch of mongoloid-barbarians with bad make-up jump off the walls of some ruins. They sneak around and attack some dude with a scantily clothed captive girl. The dude runs off, the mongoloids follow him and one of them stays behind seemingly to rape the girl, but instead he exposes one of her breasts and kidnaps her. Then, the dude (still on the run) sees a horse and tries to steal it. Suddenly\\x85 a blond god-like looking hero with a bad wig appears, saying \"That\\'s my horse!\". The Mighty Deathstalker just made his appearance. The mongoloids arrive, Deathstalker kills all of them (including the dude) on the tunes of some rather inappropriate Mexicanos western score (this is supposed to be a Swords & Sorcery flick, so what\\'s with the \\'arriba-trompettos\\'?), and then goes up to Captive Girl and exposes both her breasts. He starts to rub them and Captive Girl seems to like it. She starts liking her lips and caressing Deathstalker. Just when they are about to get down to it, this old dude appears, interrupting what could have been the end of a perfect day for Deathstalker (and a possible perfect ending for a short-film).<br /><br />Now tell me\\x85 Isn\\'t that the point where either a feminist would angrily switch off the movie, or any other male viewer would say \"This is going to be one hell of a good movie!\" The plot is as simple as throwing a kitten from the balcony: Deathstalker must obtain the Sword of Justice and use it to steal the Amulet of Life and the Chalice of Magic from the evil sorcerer Munkar.<br /><br />Aside from decapitations, dismemberment, random bloodshed, retarded fist fights and embarrassing sword fights, this film also contains a massive amount of t!ts & a$$ shots. I initially wanted to add one extra point to this movie for each gratuitous shot of naked boobies I could count. After 9 points (not even halfway into the movie), I had to give up counting. It was distracting me from the rest of the movie. And the rest of the movie was worth it. Totally crazy stuff. Check out this mutant cat/worm-like creature Munkar has as a pet and which he feeds eyeballs and fingers. And here\\'s an interesting question: What would you do if a man in a woman\\'s body would enter your bedroom and try to kill you with a knife? The answer is simple: You slap him around a bit, take away the knife and then try to rape him. Then you discover that he\\'s actually not a woman, so you throw him out of your bed and tell him to leave your room. It works out well, I tell you. Deathstalker does it too, and the Deathstalker-way, is the right way!<br /><br />DEATHSTALKER is a wonderful movie, really, as pointed out in other comments. The villains are vile. The women are delicious. There\\'s blood, sex, violence, rape and tasty chicken. There\\'s a completely pointless tournament which just features a bunch of barbarians beating, slashing and hacking the crap out of each other. My favorite weapon used in that tournament was a giant wooden hammer, used to beat a poor contender to bloody pulp. And my favorite contender undoubtedly was that one brute with the Warthog-head (reminiscent of the Gamorrean Guards from RETURN OF THE JEDI). I won\\'t reveal how the movie ends, but just prepare to ravish in delight when I tell you a 4-way dismemberment is thrown into the movie\\'s climax.<br /><br />And of course, there\\'s a wonderful display of ineptitude throughout the whole movie. See a guy being dragged behind a horse over a dirt road, and the next point-of-view shot shows him being dragged over grass (no road). See that awesome tattoo on the sorcerer\\'s head magically change sides within the same scene (on shot has it on the left side of his head, the other on the right). Well, after all, Munkar is a magician. It\\'s that, or this movie was shot in an alternate universe where things like \"continuity\" simply don\\'t exist.<br /><br />As much as I enjoyed this and as much as I am looking forward to the other 3 installments in this series, I do have enough shreds of decency left in me to not let this movie pass. I am prepared, though, to give it the maximum amount of minimal points, just so I could be able to deduct a couple of more points for the possibly inferior sequels to follow. DEATHSTALKER might be a superbly fun, trashy & sleazy CONAN rip-off, it also is an abominable movie.',\n",
+ " \"If you like bad movies, this is the one to see. It's incredibly low-budget special effects (you'll see what I mean) and use of non-actors was what gave this film it's charm. If you're bored with a group of friends, I highly recommend renting this B movie gem. It's mulletrific!\",\n",
+ " \"normally i'm not the sort to be scared by horror movies, but this movie is the exception. some how this movie got into my mind!!! it is a very simple movie but at the same time extremelly effective, it has great atmosphere and this leads to some shocking moments, the girls father coming down the hill is a real standout. Another seen was the family photo i wasn't expecting that and i jumped out my seat!!! i would recommend everyone to see this movie, with the lights out it will stay with you for a long time!!!!!\",\n",
+ " 'Mario Racocevic from Europe is the only user who has posted a comment so far and covers the major points to the film.Yet again another difficult film to purchase in the UK.I had to go through \"Midnight Video\" who have a Swedish branch.I went to the post office and bought by mail order this and a similar title at only SKR30 a title.<br /><br />This film goes under many \"a.k.a\\'s\" depending on when and where it is marketed.I had previously purchased \"The Bloodsucker leads the Dance\" (which you will find if you search on Imdb under \"people\" and input \"Krista Nell\").The actor who plays the Count on his private island in the latter film had his words dubbed from Italian into English by an actor with an unmistakably mournful and rather tired sounding voice.I smiled when I heard this same voice dubbing on the English soundtrack as the police inspector who is investigating the murder of the prostitute killed in the copse in the subject film.My choice of course was to see another outing by the delicious Krista Nell.<br /><br />There are quite a few rather inconsequential sub plots in the movie involving blackmail/extortion, sleazy affairs with girlfriends\\' mothers, a motor cycle chase resulting in a gangland hit, a gangrape by a \"client\\'s\" motorcycle friends, sleazy photography, cross dressing by transvestites etc. which give a flavour to this film summarised in a word - SLEAZE, (but artistic sleaze).The aforementioned contributor liked this film but the lowly rating suggests other Imdb fans did not albeit without explaining their \"wheres and whyfores\".Personally I thought there were too many subplots and not enough put into the main story and the relationship of these subordinate characters to the central plot and the development of their screen characters.Also a professional film editor was sorely needed as some of the scenes appeared to last far too long, having made their point, so that the film appeared to drag in places; e.g. the scene of the dancing transvestite.Krista Nell appears in one fruity scene with a client but this too is but a vignette and I was left wanting more from her, the director and the screenplay.<br /><br />I love the political incorrectness shown in older films (this is 30 years from its making) e.g. smoking in offices and the way some characters react to each other in the office!I would suggest 4/10 as a more realistic rating and I have awarded it as such.',\n",
+ " \"Jack London's life was certainly colorful enough for a dozen films about different aspects of him. Sad to say though that what his life was used for in film was some wartime propaganda that put the best face on some of the least attractive parts of his character.<br /><br />Jack London who barely saw the age of 40 when he died wrote some of the best stories around. He wrote on what he knew, but he also wrote as does everyone else bringing the baggage of his own life experience with him. Some of that experience in another day and time would have been condemned as racism. But this was World War II and London was a big believer in the 'yellow peril' as it was called back in the day.<br /><br />Two thirds of the film covers his life as author, we see his years as a seaman from where he got the inspiration for The Sea Wolf. We see him up in the Yukon in a miner's cabin with a dog that was no doubt his inspiration for The Call of the Wild. London was able to capture the spirit of adventure that his own life was all about right on paper for the world to enjoy ever since.<br /><br />The final third dealt with his time as a war correspondent covering the Russo-Japanese War. London was a socialist, but his socialism did not encompass folks who were Oriental. Like a few million others he saw the rising immigration of the Chinese and Japanese to our Pacific coast as a threat to jobs for the white people. He advocated strict immigration policies for Orientals.<br /><br />The film puts the cart before the horse. London is presented as a man who saw because he was on hand at the Russo-Japanese War what Japan's ambitions were and for that reason was as xenophobic as he was. Actually the kind of atrocities present in World War II were not existent during the Russo-Japanese conflict. Japan had her imperial ambitions, but so did everyone else including the USA at that time. But our immigration policies caused by pressure from our West Coast politicians was a big contributing factor to the deterioration of relations with Japan over a couple of generations. London was part of the cause not a prophet crying in the wilderness.<br /><br />This film was the first independent production of Samuel Bronston who later did some films with a bit more budget than Jack London. Had he a bit more money Bronston might have gotten James Cagney or Spencer Tracy, both who would have been right for the role. Instead they got Michael O'Shea who was making his second film after Lady of Burlesque. O'Shea is fine in the part, but certainly was no box office.<br /><br />As London is covering the war, he meets up with a Captain Tanaka who is played by Leonard Strong, an actor who specialized in Orientals and played a ton of them in World War II. From the vantage point in 1905 Strong outlines in the best Fu Manchu tradition Japan's imperial aims right up to taking on the USA eventually. Must have gone over great with the swing shift crowd. <br /><br />A lot of course is left out of London's life including a first wife. Playing the second and only wife in this film is Susan Hayward who only comes into the movie when it's half over. I wish we'd have seen more of her. Charmian Kittredge London survived her husband by almost 40 years dying in 1955.<br /><br />O'Shea in fact met and married the leading lady of his life in Jack London. Virginia Mayo has a small role in Jack London and they married for 30 years until O'Shea died in 1973.<br /><br />Maybe one day we'll get a view of Jack London that will be a lot better than this one.\",\n",
+ " \"im sure he doesnt need the money for a life saving operation or transplant. in all honesty i think this review qualifies as a better movie than 'bulletproof'. thanks for listening.\",\n",
+ " 'I first saw a poster advertising this film on a street in Helsinki, Finland in June of 2000. What caught my attention was the proud proclamation advising all readers that the movie, although itself French, had been \"Banned in France\". Upon returning home to New York, I discovered that one of the \"Art House\" movie theaters in the City was screening the film, and so (with my Finnish fiancee) decided to see what all the fuss was about. Boy, did we ever.<br /><br />From the comments read here, and the reviews I knew the movie was violent and sexually explicit. Not necessarily offended by either of these two conditions, I went with an open mind to see what had perturbed the sensibilities of our Gallic cousins. Presumably, as anyone who is reading this will know, the story involves two women who embark on a crime and murder spree in France (the movie has English subtitles). The resemblance to \"Thelma and Louise\" however, ends with that; the sex is unusually graphic (and in copious supply) as is the violence (a lot of stomping to death, and a lot of blood and other organic matter splattering after bullet impact).<br /><br />On an intellectual level, one could make the case that the film\\'s very essence is the relationship of sex and violence (as manifested by the only sex these women know: one is a small-time prostitute, and the other has earned money from time to time by performing in pornographic films. When they, during their descent into crime and murder, have the upper hand over their sexual situations, they react only with the same violence and brutality that they themselves know and understand. It is important to note, however, that the victims of their rampage are not only creepy men interested in creepy sex, (of which there are several)but innocent passersby, a woman at an ATM, for example, as well.<br /><br />I myself do not really understand why the repeated \"porn-movie\" shots were all that necessary, (except to depict the physical contact as cruel, unpassionate and debased) and the unrelenting gore did get rather tedious after the first few violent spasms.<br /><br />It is a coarse and crude movie, but in fairness, it is dealing with coarse and crude people and equally unpleasant circumstances. From one point of view, the lives of the French underclasses is explored, and it\\'s pretty grim; a travelogue for France it definitely is not- perhaps that\\'s why the French banned it.<br /><br />',\n",
+ " '\"The Deadly Look of Love\" is essentially \"Fatal Attraction\" with a couple of twists added onto the back half. The ending will not surprise anyone who has seen more than two or three Movies of the Week. It is yet another cautionary tale about succumbing to temptation, and it adds nothing fresh to the genre.<br /><br />Brett (Vincent Spano) is engaged to a beautiful woman who just happens to have a sizable trust fund. Even though he has it all, he risks losing everything by starting up a steamy side affair with Janet (Jordan Ladd). Janet, a doe-eyed blonde from Cedar Falls, falls hard for Brett, and she does not take it particularly well when he comes clean about his engagement. Shortly after the wedding, Mrs. Brett turns up dead in the master bedroom of the large, luxurious home she shared with her new husband. When the police question Brett, he promptly points the finger at Janet. Following her arrest, Janet seems to get loonier by the minute - not that she was the picture of stability before. Her defense attorney (Holland Taylor) is convinced that Janet is innocent and is hell bent on proving it.<br /><br />Did she do it or didn\\'t she? How will it end? You can find out the answers to these questions the next time \"The Deadly Look of Love\" airs on your local station. And be sure not to miss the moral of this beautiful story: men are pigs, and women are crazy.',\n",
+ " \"After seeing Forever Hollywood, it would be natural to want to see a John Waters film. At least, one get to say that they have joined the legions of cinema cognoscenti who have experienced the unique cinematic stylings of perhaps the best known non-mainstream director. It's worth the effort, and PF is a lot better than Eraserhead,and there is a certain campiness about his films which his followers find addicting.\",\n",
+ " \"In a not totally successful attempt to be taken seriously, and move into 'adult' films, Mr. Hughes gives us this film about a young married couple. True, it's got every cliche in the book in it, silly fantasy stuff and all that, but more importantly- it's got Elizabeth McGovern.<br /><br />Clearly the best actress to have ever appeared in a John Hughes film, she lends a weight to it that elevates the sometimes silly material. Kevin Bacon (and his hair) is pretty good as her husband, but McGovern steals the movie with her quiet true moments of honesty. The 'teen film' fun that worked so well in other Hughes films falls flat here- like a favorite uncle whose jokes made you laugh when you were 9, but keeps telling them when you are 15 and you wish he'd find some new material. But I keep going back to McGoverns performance, because it's truly moving. Mr. Hughes most interesting films to me have real actors in them (Some Kind of Wonderful, Breakfast Club) and when his material bumps up against a true talent, some wonderful things can happen. If only he'd trust that it doesn't have to be tarted up with the silly fantasy stuff.\",\n",
+ " \"I don't usually like TV movies, I reckon that if the thing was any good it would make it to Hollywood. This one though is better than average, pretty high production values, a few interesting story twists and some nice shots of NYC (along with Toronto) hold the interest.\",\n",
+ " 'I have never felt the need to add a review to this website until now, but having just sat through the film I felt it necessary to warn parents who may be thinking of showing it to their children. Please don\\'t! This is no Disney film. This film tells us \\'life is cruel\\' and if you show it to your children, in my opinion, you are too. <br /><br />The video box describes the film as a \\'delight for all ages\\' and the IMDb plot outline describes it as a \\'family film\\'. I just had to find a definition of \\'family film\\' and came across the following: \"Usually consisting of comedies or adventures, these films are often based on children\\'s literature and can involve any number of helpful animals, friendly supernatural beings and fantasy worlds, all geared to stimulate and appeal to the imagination. Whatever the situation, there is little or no offensive material and generally a lesson is learned on the way.\" Not an apt description of Tarka The Otter, which contains some thoroughly unpleasant scenes, totally unsuitable for young children, and an ending that qualifies the film as a \\'feel bad\\' movie. The lesson learned? As I said: life is cruel. Family entertainment? I don\\'t think so. Unless you hate your family, that is. <br /><br />Another review, more revealing than this but worth reading, can be found by following the \\'external reviews\\' link.',\n",
+ " \"What? You were not aware that Scooby-Doo battled zombies? Well, you might also not be aware of this little film that was directed by Victor Halperin, who had also directed White Zombie four years earlier. That would probably make it the second zombie film made.<br /><br />No, don't go looking for Dorothy Stone to expose her breasts as you would expect in most zombie films, and don't even look for any brains being eaten. This is 1936, you know.<br /><br />So, what you will see is typical of the period - lots of talking.<br /><br />You do get to see Dean Jagger (Twelve O'Clock High ) and Bela Lugosi's eyes, but that is about it. Zombies in Cambodia, indeed!\",\n",
+ " 'I bought this movie at a thrift store. Months before, my friend told me about it when we were talking about dumb movies we\\'ve seen. Once I spotted the cassette, I knew I had to have it. I watched it that night. I could tell it was going to be very cheesy and cheaply done. . . That\\'s what drew me to it. I popped it in and I laughed the whole way through. I recognized Gregory (The Ice Cream Man), but I didn\\'t recognize his name and I couldn\\'t remember where I saw him. Later, while watching the Andy Griffith Show, Clint Howard (Ice Cream Man) was featured as an extra since he is Ron Howard (Opie Taylor)\\'s brother. I saw the credits and I gasped. I turned to my mom, who was also watching the show, and said, \"That\\'s the Ice Cream Man!!\" She, too, gasped. This movie is great, but only for laughs and criticalness. It is the perfect example of a cheesy horror flick. If you feel like laughing as well as poking fun at low-budget movies, rent this video.',\n",
+ " \"The DVD version consists of 2 episodes, the parricide of Caesar being the juncture. In addition, the language was Spanish without subtitles. Hence, it's hard for me to review in depth this movie because because i didn't understand what was said.<br /><br />Cleopatra being an historic icon, the part is very difficult and i found that for a newcomer, Leonor Varela just plays fine. She is strong-willed but also a very supportive, tender soul mate. Thimothy Dalton as Caesar is perfect and their romance is the main thing of the first episode. So, it is not really a documentary, nor a peplum but a great love story.<br /><br />After the parricide, a new lover comes (Marc-Antoine) but the flavor is gone: we remember always our first love. So, i found the second episode dull and their tragic fate isn't told powerfully.<br /><br />Nonetheless, the production is luxurious: the sets are big, tastefully decorated; the Moroccan live location exotic and the wardrobes splendid. The producers have a lot of money for sure, but they spend nothing on the special effects. They are so poor (blue screens, ships, Sphinx) that it's funny.<br /><br />Finally, I would like very much to hear it in french or English to make a definitive opinion about this two movies.\",\n",
+ " 'I love musicals, all of them, from joyous Oklahoma, to Poignant Porgy and Bess, to the touching romantic \"Damn Yankees.\" And I know most of the songs, sometimes singing them spontaneously, with a crowd or humming them alone.<br /><br />In a \"real\" musical, as differentiated from this vaudeville show, every song is painstakingly crafted to fit the exact moment. It is an expression of sadness, regret, love, joy or exaltation--a natural extension where mere words fail. So, in Guys and Dolls, \"My Time of Day\" describes the adventurous life of Sky Masterson as it is about to be compromised by the most unlikely woman. Every song in this brilliant exemplar of the genre sets a mood, or develops a character, creating a phantasmagoria of place, turned absolutely believable by the self disclosing evocations of song.<br /><br />For this lover of the Broadway Musical, and their adaptations to the screen during the last half of the 20th century, Mama Mia is somewhere between satire and a cruel fun house distortion of the genre. There, the songs of these musicals advanced the often elaborate, often delightful, plot lines. While here, the songs, simply picked up from a collection, only interfered with the shaky premise of the film.<br /><br />Perhaps most of those viewers who are making this film into a monumental success simply have no exposure to the art form of 20th century Musicals. They have no idea of the magic performed by writer and lyricist that can turn a dance hall floozy into someone whom we know and love, as achieved in \"Sweet Charity.\"<br /><br />Let me offer an apology for the arrogance of this review. Perhaps, another day, another mood, I could have gotten into it, and not have been so critical in this review.<br /><br />But I can\\'t help but imagining what Richard Roger, Oscar Hammerstein, Cole Porter, Irving Berlin and so many others could have done even with with this silly premise. I think about it, while the memories of seeing this film is fresh, and I can not help but to mourn the great loss.',\n",
+ " 'Admirable but weak James Bond film mainly because both the hero (Bond) and villain (Blofeld) were seriously miscast. Lazenby is too big and innocent looking to play Bond. He looks and acts more like the good-natured but dim-witted sidekick in a police action movie. The director and writer try to establish his credibility, but his saying of lines like \"Royal Baluga, North of the ...\" just aren\\'t effective in establishing him as this worldly and suave rogue. Savalas doesn\\'t do a bad job, but his characterization and behavior is more fitting of a mob gangster. The best portrayed characters of the movie are those of Tracy and her father. But the performances by those actors when sharing the screen with Lazenby only serve to emphasize his deficiencies as an actor. This movie is too long (140 mins.) for a Bond film and doesn\\'t offer any excitement until Bond\\'s mountain escape, where it begins to pick up. This film tries very hard, but falls short. Many Bondian elements are present and the climatic battle is top notch, but I always get a sense of something missing when watching this one.',\n",
+ " \"Devil Dog sets your heart racing. It's brilliantly paced, the ending comes like a bolt out of the blue and plunges itself into the very centre of your being. You'll never look at your dog the same way again. In fact you'll start thinking of having it put down - BY A PRIEST! FANTASTIC!\",\n",
+ " 'The Blob starts with one of the most bizarre theme songs ever, sung by an uncredited Burt Bacharach of all people! You really have to hear it to believe it, The Blob may be worth watching just for this song alone & my user comment summary is just a little taste of the classy lyrics... After this unnerving opening credits sequence The Blob introduces us, the viewer that is, to Steve Andrews (Steve McQueen as Steven McQueen) & his girlfriend Jane Martin (Aneta Corsaut) who are parked on their own somewhere & witness what looks like a meteorite falling to Earth in nearby woods. An old man (Olin Howland as Olin Howlin) who lives in a cabin also sees it & goes to investigate, he finds a crater & a strange football sized rock which splits open when he unwisely pokes it with a stick. Laying in the centre of the meteorite is a strange jelly like substance which sticks to the stick, if you know what I mean! It then slides up the stick & attachés itself to the old man\\'s hand. Meanwhile Steve & Jane are quietly driving along minding their own business when the old man runs out in front of Steve\\'s car, Steve being a decent kinda guy decides to take the old man to Dr. T. Hallan (Alden \\'Stephen\\' Chase as Steven Chase) at the local surgery. Dr. Hallan says he doesn\\'t know what the substance on the old man\\'s hand is but it\\'s getting bigger & asks Steve to go back where he found him & see if he can find out what happened. Steve agrees but doesn\\'t come up with anything & upon returning to Dr. Hallan\\'s surgery he witnesses the blob devouring him. The town\\'s police, Lieutenant Dave (Earl Rowe) & the teenage hating Sergeant Jim Bert (John Benson) unsurprisingly don\\'t believe a word of it & end up suspecting Steve & his mates Al (Anthony Franke), Tony (Robert Fields) & someone called \\'Mooch\\' Miller (James Bonnet) of playing an elaborate practical joke on the police department. However as the blob continues to eat it\\'s way through the town Steve sets about finding proof of it\\'s existence & convincing the police about the threat it posses not just to their town but the entire world!<br /><br />Directed Irvin S. Yeaworth Jr. & an uncredited Russell S. Doughton Jr. I was throughly disappointed by this, the original 1958 version of The Blob. The script by Kay Linaker as Kate Phillips & Theodore Simonson is an absolute bore & extremely dull not making the most of it\\'s strongest aspects. The Blob focuses on the tiresome dramatics & conflicts between the teenagers & police, in fact the majority of The Blob is spent on Steve trying to convince the police of the blob\\'s existence. For most of the film the blob itself almost seems inconsequential & somewhat forgotten. It only has two or three scenes for the fist hour & a bit until the less than exciting climax when the adults & teenagers have to work together to defeat the blob & have a new found appreciation of each other afterwards, yuck! Why couldn\\'t the blob just eat the lot of \\'em? No explanation is given for what the blob is or it\\'s origins other than it came from space, how long did it take them to come up with that? The dialogue is clunky & silly as well, as are people\\'s actions & decision making, I love the part when a nurse named Kate (Lee Paton as Lee Payton, did anyone use their real name in this thing?) is confronted by the blob, she throws some acid over it & calmly proclaims \"Doctor, nothing will stop it!\", how does she know \\'nothing\\' will stop it exactly? There\\'s no blood or violence so don\\'t worry about that, the special effects on the blob itself aren\\'t too bad considering but it barely has any screen time & moves very slowly, a bit like the film in general actually. The acting is terrible, McQueen is supposed to be a teenager when in reality he was 28 years old & it shows, he looks old enough to be his own dad! Same thing goes for most of the other \\'teenage\\' cast members & everyone generally speaking are wooden & unconvincing in their roles. Technically The Blob is very basic, dark static photography, dull direction & forgettable production values. The Blob is one of those films that probably sounds good on paper & is well known as being a \\'classic\\' but is in actual fact a huge disappointment when finally seen. This is one case when the remake The Blob (1988) is definitely better than the original. The original Blob is slow & boring & the remake isn\\'t, the original Blob contains no blood or gore & the remake does, the original Blob has incredibly poor acting & casting decisions & the remake doesn\\'t & the original Blob itself gets very little screen time eating only three or four people throughout the entire film & the remake features the blob all the way through & it virtually eats an entire town. The choice is an easy one, the remake every time as it\\'s a better film in every respect. I\\'ll give the film two stars & give that wonderful main theme song one on it\\'s own. Definitely not the classic many seem to make out.',\n",
+ " \"Aya! If you are looking for special effects that are 10-20 years before its time, this is it. The glowing lightning bolts, fireballs, etc. look like they came from a cheesy 70's sci-fi flick. And yes, Hercules really grows; he's not being pushed on a cart closer to the camera!\",\n",
+ " 'Yes, it might be not historically accurate(actually only 6 soldiers of 9th rota were killed there), and yes, it has some mistakes and exaggeration(bended machine gun? come on! or the that \"history lesson\" about how Afghanistan was never conquered by anyone - educated Russian officer would know history much better than that - take for example British campaign in Afghanistan). And yes, it does not have multi-million dollars Hollywood-style special effects, but it\\'s strongest point in showing soldier\\'s life there, their relationships and their feelings when the best friends are being killed in front of their eyes. In my opinion 9ya rota really does a good job showing all those things.<br /><br />Again, movie has it weaknesses, but, in my opinion, it appears to be one of the strongest Russian movie for the past few years.<br /><br />8/10',\n",
+ " 'A brilliant professor and his sidekick journey to the center of the earth in a huge machine which screws its way to the core. There, naturally, they find all kinds of things that are intent on killing and eating them. Plus, of course, a love interest for the young sidekick. Ho hum, does the plot never take a different tack?',\n",
+ " 'When I was 16 I saw the documentary: \"A Funny Thing Happened on the Way to the Moon\". I actually liked, and believed in it for a couple of years. But then I grew up, and began to think, and when I had sought more information. This is: more info from reel sources, and non-biased sources. When I started at university, not so long ago, i asked an assistant-professor in astronomy about these conspiracy theories. What he said shocked me: He said that all those theories where lies. That baffled me, I did not believe it first, but then he presented evidence for his claims. He quickly debunked most of the theories about the subject: \"humans did not go to the moon\". The most outrages claim was that the Apollo-craft could not travel through the Van-Allen-radiation-Belt, without the crew perishing from radiation. The truth is that the Americans use a secret aluminum-anti-radiation-alloy. It is not that well-known. And the exact specifications are a secret. And why is it a secret: Well, why should they reveal it back then?? If they where in a space race with the Russians, then it would be VERY dumb to reveal that they had new technology that could shield crew against radiation.<br /><br />And then there is the biggest evidence of all: The Moon Stones. When the Apollo-missions DID go to the moon, they brought back many rocks from the moon, to give to geologists and similar scientists, who are documenting all things about the moon. These rocks and stones are IN FACT FROM THE MOON. Because: the internal basic elements, which all matter consist of, are also made of special isotopes, that are different from quarry to quarry, land to land, and especially planet from planet. The isotopes of these rocks and stones have been Proved, that they do not come from earth. The astronauts brought home HUNDREDS of Kilogram\\'s of these rocks, all of them have been proved to have come from outside earth, and from the same planet. Ergo: The moon-landings where not fake. NASA did go to another planet: the moon, though it is not a planet, but a satellite to a planet, a moon (duuh). These rocks have been distributed to laboratories and universities all around the world. It has been proved: Humans did go to the moon - it is a fact, pronto.<br /><br />But I do not worry: most conspiracy-theorists are generally unemployed and uneducated, that is mostly why they do not know or lie about these facts. The fact remains: Humans did walk on the moon.',\n",
+ " \"I first saw the live musical at the Denver Center For The Performing Arts and it was absolutely mind-blowing, Stunning and had such fantastic continuity of plot and dialogue that I liked it much more than most musicals that I have seen on the stage. The interesting thing is that you NEVER got to see Zach's face. He was always in the dark but his presence was powerful and guided the direction of entire production. Whe I heard they were making a movie from it, I waited with bated breath, but when I watched the movie version I was so bummed-out disappointed that I felt I was cheated. The movie lacks the captivating mood set in the live production and it never allows you to be completely in close touch with every character. Personally, I would like to see the live version again and if that should ever be revived, I would wholeheartedly recommend that you go out of your way to see it. It will be one of the most memorable experiences you will enjoy.\",\n",
+ " \"Gung Ho was a good idea, however it is to much to ask Americans viewers to understand the dynamics of American jobs and foreign competition.In this movie the main character Hunt Stevenson(Michael Keaton) goes to Japan and convinces a Japanese auto company to come to America and help his dying Pennslyvania town. Two things come at you.First why would a Japanese company come to America to make cars when they do so ,and so well at that? Secondly can anyone understand that American companies of all types go to third world nations to have their products made to escape American labor costs? It makes the film's premise then that the Number one maker of cars in the world would go to one of its' top competitors(aside from Germany)and put a plant there as unrealistic. Keaton was still in his comedy mode by this time. But he gives a credible performance all the same as he could prove that he could go from comedy to drama in a matter of seconds and still not embarrass himself but Director Ron Howard can't keep this from becoming a TV movie which it ends up being anyway because they have to give the unlikely story a happy ending the politics and problems of Japanese and American relations not withstanding. Gung Ho has a Happy Days and Laverne and Shirley feel to it as the producers of both TV shows made the film and then made the TV version of this movie as well which gives the film its' lightweight feel.The Japanese manager gets to love his American workers and feels he and other Japanese people can learnfrom Americans.His No.2 man Saito who supposedly doesn't like Americans all that much doesn't think so.I would have prefered all the Japanese characters been like Saito than the soft goofball characters they made the Japanese out to be.It would have made the film more interesting.\",\n",
+ " 'I really have problems rating this movie. It is directed brilliantly, there is obviously a lot of money in it. Gere and Danes are intense (although her screen personality could use a bit more defining and spicing up), editing and cinematography are excellent. On the other hand, it is one of those really really sick movies where one cannot help but wonder whether the director himself likes to stage specific scenes, and, yes, one cannot help but wonder how many copycats will such a movie inspire.<br /><br />In purely artistic terms, it is a 9, but I really have to ask myself who these people are giving their money to produce such a movie ....',\n",
+ " 'If at all possible, try to view all five of the Universal \"Mummy\" films in order, not so much for the continuity between films, but for the very evident lack thereof. Of course it goes without saying that the original Boris Karloff classic \"The Mummy\" really shouldn\\'t even be mentioned in the same breath as the so called \"sequels\", all of which come off as campy or cultish. <br /><br />This time around, it\\'s revealed that the mummified remains of Princess Ananka have made their way to the United States. And once again, as your eyes deceive you, Kharis the Mummy didn\\'t really die for the second time in \"The Mummy\\'s Tomb\", but is alive and searching for his lost love Princess Ananka, with the help of the rhetorical nine tana leaves brewed during the cycle of the full moon. To complete the mythology, Kharis needs a caretaker, ably filled by a gaunt John Carradine as Yousef Bey, entrusted with the task by George Zucco\\'s Andoheb, high priest of Arkan. <br /><br />Kharis and Ananka are to be returned to their final resting place in the hills of Arkan in Egypt. But as we\\'ve seen before, being entrusted with the duty of a high priest is a sure bet to end in failure, with Carradine\\'s character falling for the reincarnation of Ananka, Amina Monsouri (Ramsay Ames). It\\'s shocking to see Yousef Bey and the PO\\'ed bandaged one come to blows over the gorgeous Amina. <br /><br />Riddle me this - in both \"Tomb\" and \"Curse\", Lon Chaney portrays the Mummy with a limp right arm folded helplessly across his chest. When he encounters the fainted Amina, he lifts her up in both arms with no problem; as soon as he puts her down his right arm returns to it\\'s crippled position once again.<br /><br />The ending of the film is most notable - the monster gets the girl! But it\\'s a short lived victory, as the Mummy and his kidnapped bride succumb to a swampy grave, an ancient Egyptian curse is fulfilled - \"The fate of those who defy the will of the ancient gods shall be a cruel and violent death\".',\n",
+ " 'I just watched it. A couple of laughs, but nothing to write home about. Jason Lee looked like he was having fun. The (long) DVD gag reel consists almost solely of him having fits of uncontrollable laughter. Selma Blair seemed to be punching a time clock, but then again, her character was supposed to be a stick in the mud, so \"well done\" I guess? Jim Brolin was surprisingly funny. (Being married to Babs can\\'t be a picnic.) The soundtrack was hip, and eclectic. Larry Miller, who played Julia Stiles father (hilariously), in 10 Things I Hate About You is funny here as well. He\\'s great, but the best aspect of this movie was the casting of Julia Stiles. I could spend two hours watching her fold laundry, and I feel like I just did.',\n",
+ " '\"Black Vengeance\" is an alternate title for \"Ying hung ho hon\" AKA \"Tragic Hero\" (1987). I have just seen this on VHS, together with the first part of the story, \"Gong woo ching\" (\"Rich and Famous\"), also 1987. (The poster and 2 stills featured on the page are for a 4-DVD set of movies starring Rod Perry (The Black Gestapo), Fred Williamson (Black Cobra 2), Richard Lawson (Black Fist). The fourth movie is called \"The Black Six\"). Strangely, while the characters retain their original names in \"Rich and Famous\", in \"Black Vengeance\" Chow Yun-Fat\\'s character is named Eddie Shaw, Alex Man (Man Tze Leung) is Harry, and Andy Lau is called Johnny. Also confusing is the fact that 1994 is given as the copyright dates on both films. Perhaps that was the year they were American-dubbed. According to the release dates given on IMDb \"Tragic Hero\" was released before \"Rich and Famous\". Was there any reason for releasing the sequel first? Despite some users\\' comments, I enjoyed these films, although they aren\\'t among CYF\\'s best such as \"The Killer\" and \"Hard-Boiled\" which are truly astonishing. However,if one day I come across a 2-DVD set of \"Rich and Famous\" and \"Tragic Hero\" I won\\'t hesitate to buy it. Hopefully, these comments about \"Black Vengeance\" clear up, which was also for me, a mystery as to where it belonged in Chow Yun-Fat\\'s filmography.',\n",
+ " 'Copy cats have copied this movie from a 1974 Hindi movie called \"Call Girl\"! \"Call Girl\" had an identical story line. The way in which the protagonists fall in love, then rebel and the climax all same in both these films! \"Call Girl\" is better than Water, at least from the story telling point of view. It was not as agonizingly slow as Water! Water on the contrary does not progresses at all. The aim is perhaps to make the audience sympathize with Kalyani for ever! Are Indian film makers any better than just being great copiers these days? Well they call it \"being inspired\". In their language it is: \"getting inspired (without any citation that is!)\"! :)',\n",
+ " \"After reading the reviews, it became obvious that everyone intellectualized this work. How utterly boring. Oh how about the good ol' days and there was nothing like it. Of all the comments no one expressed any emotion to this work or any other.<br /><br />I grew up just after the end of the steam age and this cinematic gem along with Dan'l Boone graced the Saturday afternoon matinées. This was an annual movie that made the rounds and filled the seats with gabbing, yapping, farting, giggling, snot monsters like myself or was-self. And it was a movie theatre filler at the time. Almost as big as the Wizard of Oz.<br /><br />IMDb insists that every critique contains something about the plot. Problem is was that it was rather a template. Here goes. Randolph Scott (cowboy/hero)gathers friends and goes defeats those evil people. Hooray! <br /><br />All of us kids figured out that plot before we plunked our quarter down to watch it. That was just about the plot line of every Scott, John Wayne, Roy Rogers film ever made. If you take the time to go back and review each and every movie - just don't ask for surprises.<br /><br />One must remember the context of the times. There was no or little TV. None for kids. There was school. There was the great outdoors. There were toy guns. No Cyber time. And the steam age had just collapsed. But movies such as this provided the entertainment and filled the imaginations of young whippersnappers. Even the girls got into it.<br /><br />This movie was the entertainment. And it is just as mindless as anything produced today. It had a purpose originally of being propaganda. But quickly came to be kids movies.<br /><br />Our fathers had experienced the real thing. And it wouldn't be until Sam Peckinpah a decade later who finally lavished the red splashes of imitation blood in realistic and copious quantities. Not until his directorship did anyone die slowly, with great pain and miserably. Until Peckinpah war and gun fights were a rather bloodless affair. Thanks Sam.<br /><br />To see a movie had little or no blood, the adults didn't mind. They wouldn't have tolerated it I think. No guts spraying the shattering plant life. So this movie had all of the glory and none of the gory. Gung Ho was suitable for kids then.<br /><br />You will see that I assigned a four to this rating. Why would I do that? Well. It is a terrible movie. No matter how I love it. I do love this movie because it brought back one of the happier moments of my childhood. But it is not all that good of a movie in quality terms. Basically Gung Ho transitted to become a romance novel for children.<br /><br />Should people watch it. Of course. I am not saying to stay away. Realistically however. The plot is simple. The characters shallow? they are shoals. You can love a bad movie.\",\n",
+ " 'No one is going to mistake THE SQUALL for a good movie, but it sure is a memorable one. Once you\\'ve taken in Myrna Loy\\'s performance as Nubi the hot-blooded gypsy girl you\\'re not likely to forget the experience. When this film was made the exotically beautiful Miss Loy was still being cast as foreign vixens, often Asian and usually sinister. She\\'s certainly an eyeful here. It appears that her skin was darkened and her hair was curled. In most scenes she\\'s barefoot and wearing little more than a skirt and a loose-fitting peasant blouse, while in one scene she wears nothing but a patterned towel. I suppose I\\'m focusing on Miss Loy\\'s appearance because she is by far the best if not the only reason to tune in to this creaky antique and to keep watching. You sure won\\'t be attracted by the dialogue, which is hopeless. In one typical passage, Nubi gazes out the window at the departing caravan and waxes poetic: \"Always the gypsies, they sing. Weird and sad. When the big sun have breath of fire that burn, and when the pale moon look from behind cloud and breathe air cold as death, they sing.\" Poetic, or what? Lovers of purple prose will have a field day. I can\\'t help but wonder, though, if in her later years Miss Loy preferred not to recall her involvement with this project.<br /><br />Like so many early talkies this one was an adaptation of a recent Broadway success. The stage version opened at the 48th Street Theatre in November of 1926 and ran for over a year. The play provoked a famous episode involving the humorist and theater critic Robert Benchley, who was known to have an aversion to characters who spoke in thick dialect or pidgin English. According to a much-repeated anecdote Mr. Benchley squirmed uncomfortably through the opening portion of this show. The Spanish village setting (moved to a village in Hungary for the movie, for some reason) gave the actors leeway to practice their accents with varying degrees of success, but Benchley\\'s patience reached its limit when, during a family dinner sequence, a door burst open and an actress dressed as a gypsy girl dashed into the room shouting \"Help! Help! He keel me!\" She then threw herself at the feet of the mistress of the household and exclaimed \"Me Nubi! Me good girl! Me stay here!\" At that point Mr. Benchley rose and announced to his companion: \"Me Bobby. Me bad boy. Me go now,\" and left the theater.<br /><br />The film version offers numerous examples of unintended humor but never comes close to Benchley\\'s level of wit. The melodramatic plot concerns the Lajos family: father Josef, mother Maria, and son Paul, a student at the nearby college. We would consider this prosperous family \"upper-middle class\" as they are landowners with servants and all the comforts of life, but their comfortable existence is abruptly thrown into turmoil when a gypsy caravan arrives in the village and their home is invaded by, yes, Nubi the nubile gypsy girl. She arrives at their door during the storm of the title-- symbolizing stormy emotions, I daresay. The girl is fleeing an abusive relationship and begs for sanctuary. After considering the matter the Lajos family agrees to hide her from her angry lover, who shows up shortly afterward but is turned away. Nubi becomes a servant in the household. Kindness motivates the family\\'s decision to take her in, but soon enough that conniving little good-for-nothing Nubi has paid them back by seducing every able-bodied male in the vicinity, starting with the Lajos\\' servant Peter, then working her way up to son Paul. Nubi breaks up Paul\\'s relationship with his fiancé Irma (played by Loretta Young, still a teenager), causes him to flunk out of school, and then prompts him to buy her jewelry by stealing the savings of the family\\'s maid Lena (ZaSu Pitts). Lena, for her part, is still mourning the loss of her own fiancé Peter, seduced and tossed aside by Nubi when she turned her attentions to Paul. Ultimately Nubi sets her sights on the pater familias Josef, and I suppose if the running time had been longer she also would\\'ve gone after Uncle Dani, Maria, the village priest and God knows who else.<br /><br />I guess it goes without saying that a scenario like this one easily lends itself to parody, but during its first half THE SQUALL nonetheless exerts the undeniable fascination of a daytime soap: we watch, hypnotized, as the Bad Girl works her spell on the men-folk and wreaks havoc like an irresistible force of nature (almost like-- a storm! Ah-haa, another metaphor!). But as the plot machinations grind on the campy fun fades. During the later scenes Nubi is de-emphasized and the focus switches to the dysfunctional dynamics of the Lajos family, and after awhile these people get to be a real drag. The son in particular behaves like an absolute heel, yet the parents never acknowledge this or face up to their own shortcomings; everything, we\\'re told, is the fault of Nubi, that no-good tramp.<br /><br />The men of the cast are dull. Aside from Miss Loy the only actress who can handle performing in talkies is ZaSu Pitts, terrific as usual. The mother of the Lajos household is played by Alice Joyce, a longtime silent star who was out of her element with speaking roles, and who retired soon after this. Loretta Young\\'s fresh prettiness provides a nice contrast to Nubi\\'s dusky allure, but her line readings are so awkward it\\'s kind of endearing. No, there\\'s only one reason to watch this flick, and that\\'s Nubi herself. I can\\'t think of another actress who could\\'ve played this silly role and managed to come off half as well. I\\'m not an objective observer, however. I have a desperate crush on Myrna Loy and will watch her in anything, even THE SQUALL.',\n",
+ " \"All of the great horror movies of the 70's, 80's, and even the early 90's from Psycho, to Texas Chainsaw Masacre (The original not that warmed over WB crap), to Silence of the Lambs. The characters in these movies were based upon the crimes of Ed Gein. The writers and directors tapped into the true story for the inspiration for creating some of the greatest *fictional* movie killers of all time.<br /><br />The old horror films were great because even though the crimes were loosely based upon the facts of the case of Ed Gein, they were truly fictional and far removed from the true story.<br /><br />In the case of this movie, they've created a fictional horror film in which they tried to capitalize on the true story in order to sell a cheap, poorly acted, love story between two characters that nobody really cares about. In fact, in a *good* horror film these two characters would have been excellent victims.<br /><br />End of Lecture...<br /><br />In short, this film was like wearing clammy underwear on a cold afternoon sipping on a nice cup of chilled vomit.\",\n",
+ " 'The cult of personality has elevated the status of Roger Corman, Sam Arkoff, Lloyd Kaufman etc. as kings of the B\\'s. Because the folks at Crown International were so key, they haven\\'t been elevated to the status they richly deserve. A film like THE VAN may now seem like a disposable piece of Drive-in esoteria, but it was a sizable hit when it was released (not to mention subsequent re-releases as a double feature with other Crown hits).<br /><br />THE VAN was a perfect example of Crown\\'s hit strategy of seizing upon the mood of movie-goers at the time of a film\\'s release. Here, it was sex, drugs, rock \\'n roll and the brief \"Custom Van\" fad. As others have noted, it is ironic that the \"hit\" song in the film refers to a Chevy when the title vehicle is a Dodge in the film itself. I had a town Selectman where I was at the time even declare these vans to be \"dens of sin on wheels!\" A perfect ad line for the film!<br /><br />There are the usual assortment of \"good\" and \"bad\" girls, muscle-heads and low-brow hijinks (including a supporting bit by Danny DeVito). In many ways this isn\\'t much different from the old Beach Party movies of the 60\\'s, but now spiced up with Nudity and Drug use. Obviously done on a limited budget and a limited schedule, the film coasts along pleasantly enough with a breezy charm that compensates for some, by today\\'s standards certainly, un-PC views of women.<br /><br />The classic touch is a Toaster for Bobby\\'s den of sin on wheels. Yes, a Toaster! Hey, you gotta have something hot for those munchies!<br /><br />Grindhouse Fest.',\n",
+ " '\"A scientist has developed a serum which grotesquely distorts the victim\\'s hands and heads. The scientist decides to use his serum on a concert pianist to extort money from him for the cure as well as take the man\\'s daughter for a wife,\" according to the DVD sleeve\\'s synopsis. J. Carrol Naish (as Dr. Igor Markoff) plays \"The Monster Maker\" in the low budget Bela Lugosi mode.<br /><br />Mr. Naish\\'s serum causes a real disorder, \"acromegaly\", which American Heritage defines as, \"A chronic disease of adults marked by enlargement of the bones of the extremities, face, and jaw that is caused by overactivity of the pituitary gland.\" Ralph Morgan (as Anthony Lawrence) plays the afflicted man with some dignity. Pretty blonde Wanda McKay (as Patricia \"Pat\" Lawrence) is the daughter desired by mad scientist Naish; in early scenes, Ms. McKay and Naish emote hilariously.<br /><br />Watch for Tala Birell (as Maxine) in a surprisingly good supporting performance; she plays the somewhat Garbo-like, and long suffering, assistant to Naish. Ms. Birell definitely steals the film; and, you\\'ve got to question Dr. Markoff\\'s sanity in casting her aside. Glenn Strange (as Steve) and a crazed gorilla (Ray Corrigan) add to the fun. The monster makeup (Maurice Seiderman) is very good.<br /><br />**** The Monster Maker (1944) Sam Newfield ~ J. Carrol Naish, Ralph Morgan, Tala Birell',\n",
+ " 'I was watching TV one day with a friend and we caught the last twenty minutes of \"Going Bananas.\" Believe me when I say it was enough to get a good judgment of the film. The first scene that I saw was the monkey, the kid, the fat guy, and the black guy who looked like Dave Chappelle, flying around in a crop duster thousands of feet in the air. While everyone else was solemn about the journey, the monkey seemed to be on some kind of drug binge where he kept shouting something that resembled the English word faster. They then landed on a twenty yard long dock in Africa. After a heart felt goodbye where the monkey cried (Hahahaha), the \"villains\" of the film appeared. They were tearing complete ass in their vintage Cadillac when the evil monkey took an Air Jordan leap form the dock onto the boat that was sailing away a clean 40 yards away and made them sink their beautiful car into the Pacific Ocean. After seeing this film, I have a new purpose in life; to find the midget who played the monkey and stab him in the eye with a fountain pen.',\n",
+ " \"It beats me how anyone can rate this film very highly. It is no understatement to call it far fetched. How the guy managed in such a short space of time to construct a wooden maze of underground rooms is quite ridiculous or maybe he was the greatest carpenter since Jesus. The obese sheriff played by Hoyt Axton looked like a refugee from the Jerry Springer show and I found the blonde female lead Jennifer Jason Leigh rather plain. We have an expression here in the U.K. 'mutton done up as lamb' which suits her perfectly. It wasn't all bad however, I enjoyed it immensely when the end credits rolled and 'The End' came up was quite brilliant for this hotch potch of a T.V. movie which if it had been a cinematic release would have been put on video and in discount stores in no time at all.\",\n",
+ " \"as an inspiring director myself, this movie was exciting to watch with criticism in mind. Shot with low end digital camera probably with 35mm adapter for DOF. The editing is good acting decent, sound effects aren't too over the top. I would have give it a 7 for an indie film, but the story aren't that interesting. It's more on the drama side, character developments than a horror flick.<br /><br />It's not for those who wants to get spooked startled frightened grossed out, or sit down with popcorn to just enjoy.<br /><br />honestly this movie would be good if we were still in the 50's<br /><br />This movie is about a family who has a dry field, and that is just that.\",\n",
+ " \"It's a good thing I didn't watch this while i was pregnant.I definitely would have cried my eyes out and/or vomit. It was Kind of gruesome mainly disturbing. I personally thought the baby was adorable in its own twisted little way.However as a mom I cringed when Beth stabbed herself in the stomach and when Virgina aborted the child during her 3rd trimester with rusty utensils no less.Also,as an animal lover i almost cried when she scratched the cat to a bloody pulp.However,As creepy and sinister as the baby was I was rooting for it to live.And as twisted as the movie was I am extremely intrigued to see the sequel...... ......... ....... ......... ......... ....... ...... .....\",\n",
+ " \"Any person with fairly good knowledge of German cinema will surely tell that numerous films about a young girl having troubles with her mother as well as her boy friend have been made in the past.If such a film is shown to people again,it would surely click provided if it has something new,fresh and captivating for today's challenging audiences. This is also true for German film maker Sylke Enders as her film's principal protagonist Kroko has been mistreated by everybody around her including her mother and boyfriend.She is bold enough to face any punishment as she has tried her hand at all kinds of criminal activities including shoplifting.Kroko was originally shot on DV to be blown afterwards to 35 mm format.Its technical virtuosity does not hamper our joys when we learn that Kroko would like to become a policeman as she feels that she is averse to the idea of becoming a run of the mill hairdresser.If someone were to state a positive aspect of Sylke Enders' film,it may well be Kroko's involvement with handicapped people as a result of a punishment.It is with Kroko that we learn that punks are human too with their unique joys and sorrows.\",\n",
+ " 'More suspenseful, more subtle, much, much more disturbing....',\n",
+ " 'Kevin Kline and Meg Ryan are among that class of actors which I am always interested in seeing, despite reviews. I have always found Ms. Ryan to be a charming and winsome actress in nearly all her roles, and Kevin Kline is almost always worth watching.<br /><br />I say \"nearly\" and \"almost\" in large part because of this movie.<br /><br />First off, Meg Ryan does not play a likeable character, she plays a weak-willed whiner who begins grating on your nerves shortly after the opening credits and doesn\\'t give up until several days later. That said, Kevin Kline\\'s character is even more annoying and less likeable. So, even if you normally like these two actors, I recommend your give this movie a pass.',\n",
+ " 'I started watching this movie expecting some barely tolerable Hammer horror film wannabe... and I wasn\\'t far off. There\\'s a fair amount of glimpsed gore, and they threw in lots of nudity, but the latter half of the movie presents a few ironic twists. Holy cow, they actually put a little thought into the story, and didn\\'t completely fall into the predictable stuff one expected at the outset. And dare I say it, some of the \"gratuitous\" nudity wasn\\'t so gratuitous after all, because it fit in with the story and setting.<br /><br />Don\\'t get me wrong, it\\'s still overall a bad movie, but as bad movies go, it\\'s a shade more intelligent than the REALLY horrible tripe like Mesa of Lost Women and Robot Monster.',\n",
+ " 'This story had a good plot to it about four elderly men that share a deadly secret concerning a young woman that they met 50 years ago. After all this time, the young woman returns to seek revenge on the men. This story occasionally made me nod off during the movie in the middle of tiring elevator music and the ever so consistent thunder storms. But it is well worth the wait in the end when we find out just who the mystery woman is that keeps plaguing the old men in their dreams and interfering in a young man\\'s life. The most of what I liked in this film was the suspense in which the young woman appears to the men just before their deaths. The special effects were something. Every time I heard her call out to them I would think \"Not that face again.\" But it was a good movie, I just wish that the pace was not as slow or the acting not as tiresome. And what I also liked about the movie was the flashback of the 20\\'s, very authentic as well as the costumes being original.',\n",
+ " \"While most of the movie is very amateurish, the Kosher slaughter scene is played up, but not untrue. Kosher law says that an animal must be conscious when the blade touches it's skin. The Kosher slaughter scene is accurate as anyone knows who has seen one, or has seen the Peta film showing a Kosher slaughter, in which the animals throat is cut, and the esophagus cut out while it is still alive, conscious, and obviously suffering. We must remember that history is written by the victors. Is one even Allowed to even THINK that maybe the Nazis were right??<br /><br />Doesn't it say anything that the Nazis had outlawed this vicious religious slaughter, and the Jews are still practicing it even today?\",\n",
+ " 'This is an extremely competent movie technically. The camera work and direction are excellent and the acting is fine as well--especially the fine acting by Daniel Auteuil as the Marquis. I really thought there were no problems at all with these aspects of the film. Instead, I was a bit annoyed by the way the Marquis was portrayed, as it didn\\'t seem all that honest and seems to be a very revisionistic view of history. In fact, in recent years, the Marquis has undergone a bit of a transformation to a defender of freedom with great insight, not the fat sado-masochist rapist he really was. In a way, this is highly reminiscent of the whitewash given in THE PEOPLE VERSUS LARRY FLINT--where these men are elevated to hero status. Even if you don\\'t think that the Marquis\\' perversions weren\\'t all that bad (they included rapes and extreme violence), his portrayal in this film as a \"sexual social worker\" in this prison seems pretty silly. Instead of the violent and selfish Sade, he spends a lot of time carefully grooming a young virgin and slowly helps her to explore her own sensuality. What a nice and kind man. In fact, now that I think about it, this performance reminds me of the man Maurice Chavalier played in GIGI (but without the singing)--a cute older man who loves the ladies. I strongly doubt the real-life Marquis de Sade would have recognized this character at all!<br /><br />The film, surprisingly, doesn\\'t have a lot of nudity, though what it does show is extremely explicit. Only a maniac would let their kids see this as this is a very adult drama. It\\'s very well-made and pretty entertaining--just not all that truthful. The director admits that the film is largely fictional in the interview among the special features on the DVD I watched. So go ahead and see the film if you\\'d like--understanding it just isn\\'t very good historically. During the 18th century, sexual libertines were quite accepted in France as they were pretty broad-minded, so despite what the movie implies it wasn\\'t SEX that was the issue, it was the violence and rape that was (and still is) the problem.',\n",
+ " \"For a film made in Senegal, based, I guess loosely on Carmen, the book, by Prosper Merimee, this film doesn't achieve a mere resemblance of the story that has been made famous as an opera and as other films.<br /><br />Ms. Gai as the Karmen of the title is very good to look at. Her fiery dancing smolders the screen, as is the case with her torrid love scene at the beginning of the film.<br /><br />This is a Karmen that aims to please to all genders, but a real Carmen, she is not!<br /><br />We would like to see Ms. Gai in other films in which her talent is better used than here.\",\n",
+ " \"this one of the best celebrity's reality shows a ever saw. we can see the concerts we can see the life of Britney, i love the five episodes. i was always being surprised by Britney and the subjects of the show i think that some people don't watch the show at all we can how a great person she his. she his really funny really gentle and she loves her fans and we can see how she loves her work. i just don't give a 10 because of k-fed he his a real jerk he doesn't seem to like Britney at all. I they make a second season of this great show because it shows at some people how Britney really is. Go Britney your the best and you will never leave our hearts.\",\n",
+ " \"This must rank as one of Cinema's greatest debacles. I was wandering Europe at the time and had the misfortune to stumble upon the crew making this movie in what was, even then, one of the world's idyllic, unspoiled settings. I was enlisted as an extra, and what followed was an exhibition of modern day debauchery. Forget all the accusations you've ever heard of Peter Mayall's intrusions on this rare piece of French life- Geoff Reeve and his cohorts embarked on a level of revelry at the restaurant at Les Beaux that left the Maitre'd slack-jawed in disbelief. They were, quite simply, awful, uncultured and undeserving of French hospitality.\",\n",
+ " \"I saw this for Gary Busey and Fred Williamson thinking they were buddy cops. They are but Busey is in the opening scene then doesn't show up again until like 40 minutes into the movie. Though every scene he's in is awesome. Especially when he disguises himself as a blind hobo.<br /><br />What's incredible about this movie is the plot. In the movie Fred Williamson is trying to find out who stalking and killing phone sex operators. At one point I think thats its Busey. But it turns out I'm only partly right. Busey is not the killer, but he is calling up and harassing the women over the phone. Why? I don't know. In no way is he connected to the killer, he just does it for kicks I guess.\",\n",
+ " \"If you live in the suburbs, are relatively well off financially, and do not really have much contact with the city life of england, then this is the comedy for you. Not something a mass audience would go for, but if you're like these characters they show you'll love it to pieces. Overall this is a comedy that the snobs at the BBC will sit back and laugh at for their pleasure and only a select few of the publics. Comparing it to BBC Comedys like Only Fools and Horses, Fawlty Towers, Black Adder, and other classics, this series tends to drift away from the BBC's regular product to the audience and deliver to somewhat of a folk culture.\",\n",
+ " \"this cartoon is not right,lol I totally disagree with a lot of things it portrayed however it ended on a positive note , but as for me and mine we will not be viewing this in our household mainly because we fight against stereotypes every day and this cartoon just confirms what most white people feel black people act like<br /><br />the comment one of the little black girls made on the cartoon was that her boyfriend was so conscious (he was white ) that really offended me that's not something we as black people take lightly conscious is a state of being that black people achieve when they realize their true ability\",\n",
+ " 'A holiday on a boat, a married couple, an angry waiter and a shipwreck is the reason to this films beginning.<br /><br />I like boobs. No question about that. But when the main character allies with whoever happens to have the most fish at the moment, mostly by having sex with them and playing the role of the constant victim, my anger just rises to a whole new level. Take two guys (a husband and another man), put a pure bombshell woman in the middle of them, ad a deserted island, subtract all her moral issues, ad a whole bunch of moral issues to the men and mix it in a big bowl of arguments, fish and a zippo lighter and you will come up with a piece of junk movie like this. <br /><br />The acting is, I would say, good. There are some bloopers but not many as far as i could see. The main female character makes me sick. This is due to her lack of moral values. The man with the most fish get\\'s her attention. Even though one of them is her husband, she sees no problem with being unfaithful with (Manuel) the other man because \"I must do it to survive\". How can you justify having sex with another man for fish when your husband is 30feet away? And he won\\'t even benefit from it? The female character has absolutely no problems to justify anything that she does. If she doesen\\'t get approval for her actions, she\\'s a victim.<br /><br />I recommend everyone to see this movie. This is the kind of movie that will make just about everything else you see this year a pleasant movie experience.',\n",
+ " \"I'm not going to criticize the movie. There isn't that much to talk about. It has good animal actions scenes which were probably pretty astonishing at the time. Clyde Beatty isn't exactly a matinée idol. He's a little slight and not particularly good looking. But that's OK. He's the man in that lion cage. We know that when he can't take the time away from his lions to tend to his girlfriend, he will end up on an island with her and have to save the day. Someone said earlier that it is a history lesson. The scenes at the circus are of another day, especially the kids who hang around. I didn't realize that even back in the thirties, they sailed on three masted schooners. It looked like something out of 1860. I guess that's the stock footage they had. No wonder the thing got wrecked. They're always talking about fixing her up. There's even a dirigible. It tells us a little about male female relationships at the time, a kind of giggly silliness. But if you don't take it too seriously, you can have fun watching it.\",\n",
+ " 'Before I begin, a \"little\" correction: IMDb states that Richard Gere is 180 cm tall. Wrong! I passed by him 10 years ago, and he can\\'t be an ant\\'s a** bigger than 165. I\\'m 183, and he looked like a child next to me.<br /><br />Should have been called \"Wheatlands\"; an appropriate title to complement Malick\\'s previous (and much better) movie \"Badlands\". This movie shows that not all directors have as their prime objective to entertain. In fact, some of them have as their main objective to show wheat in all its splendour.<br /><br />The movie is depressing and relatively uninvolving, with the obligatory tragic ending. Nothing more than an average and predictable love triangle drama, with the male two-thirds of the triangle not surviving the movie. Praised for its visual quality; while it does have that realistic 70s feel to it, there are limits to how spellbinding wheat fields can be. You can shoot them with 1500 mm cameras, for all I care, but they are still wheat fields.<br /><br />Gere, who at first seems miscast as some kind of lower-class factory-worker-turned-Wheatfield-worker, is quite solid, while Brooke Adams appears distant and cool for most of the movie, making one wonder just how much she loved either of the two hunks. But for those looking for a movie that displays all the glorious colours of a field of wheat, look no further: you\\'ve found your dream!<br /><br />If you\\'re interested in reading my \"biographies\" of Richard Gere and other Hollywood intellectual heavyweights, contact me by e-mail.',\n",
+ " \"The lives of Megan(Jackie Kresler)and Dylan(Shane Elliott)change in the Nevada desert between Reno and Las Vegas. They stop to eat at a small greasy spoon where they reluctantly learn about the infamous Area 51 by the café proprietor(Jonathan Breck). After getting back on the road in their forty year old Lincoln, the radio gets a little crazy broadcasting Hitler's speech at the 1836 Olympics and then later a 1958 news bulletin of Elvis Presley being drafted into the military. The car slowly breaks down and the two are in for the scare of their lives as mysterious unexplainable things happen in the lonely radiation-poisoned desert; remnants of nuclear testing. Megan meets a lost little girl(Channing Nichols)and a wounded WWII soldier. The nightmarish journey doesn't end there. Kresler is impressive to a degree and writer/director James Lay makes good use of Patsy Cline tunes. All in all, moderately interesting Sci-Fi.\",\n",
+ " \"First off, the lead, Brad Dourif is a KOOK. If you're trying to take this movie seriously, then, I guarantee he's going to ruin it for you. If you don't take him too seriously, then he's actually kind of fun to watch. As with another reviewer, I loved the scene where Lisa (Cynthia Bain) and Dourif are declaring their love for each other - in between dodging the jets of flame shooting out of his arm in the car. Another great campy scene was watching John Landis as a snotty radio show producer getting toasted and flailing around the room. In fact, I found the last 15 minutes of the movie to be a non-stop laugh-riot - I'm just not sure if Tobe Hooper meant it to be that way.\",\n",
+ " 'My brother plays \"Moose\" in this film. Although most of his scenes were left on the cutting room floor. The funniest line is the movie is \"nothing wong with stat.\" So anyway, this is filmed in Portland, OR, where we grew up. The dance club is/was called \"Up Front FX\". What I loved about this movie is that the main character (who is not named on the box because Bolo brings more clout) is supposed to be a police detective...a great opportunity to drive around in a red convertible Porsche. I need to get a copy of this, preferably the director\\'s cut, so I can see all the scenes my brother is in. The only scene he is in is the beginning when they are in the dance club. He got the spot because he was dating this cheerleader from a semi-pro football team called The Oregon Thunderbolts. It is interesting because his name comes up as the first entry in IMDb. Fame has him, fortune, not so much.',\n",
+ " \"No wonder Pamela Springsteen gave up acting to become a full-time photographer; it's a much better idea to have her behind a camera than in front of one. While this movie is not without its interesting elements (mullets from hell, etc.), it is outweighed by flaws. For one thing, Angela, the murderous counselor, appears to be about the same age as the campers. Having an older, more threatening camp director would have done a lot for the film. And then you have the murder scenes. The budget was apparently too low to execute most of them properly (no pun intended), although drowning someone in an outhouse toilet is certainly original. But overall, there are a ton of movies out there that are scarier/more fun to spend an hour and a half of your life watching.\",\n",
+ " 'When the remake of When A Stranger Calls was out, obviously I was interested in watching the original. Then when I read about the original (which I recall had my sisters totally freaked out back in the day) I saw that the real money is on Black Christmas, which apparently beat everyone to the \"the caller is in the house\" punch. So I Netflix that, and it sits at the top of my list for months due to its \"very long wait.\" All this time I am getting more and more eager to see it! Then one day, out of the blue, it finally arrives! ...And it\\'s a total snore.<br /><br />Sure, maybe I had elevated expectations, but I don\\'t think it would have gained more had I seen it fresh. The thing is it\\'s Christmas in some Canadian college town, and there\\'s this sorority having a party. We see some killer-POV shots as he climbs this trellis and sneaks into the attic. So we KNOW he\\'s in the house. Then we\\'re introduced to our characters\\x97-Olivia Hussey as the mousy, whiny, Canadian-accented Jess. Margot Kidder as the annoying, overtly aggressive alcoholic Barb. She\\'s so annoying even her mother dis-invites her for her Christmas festivities. There\\'s also this irritating Janis Ian clone (\"Phil\") and this alcoholic den mother Mrs. Mac, seen taking nips from the various bottles of booze she has stashed all over the house. We also meet Jess\\'s highly-strung boyfriend Peter, played by Keir Dullea of 2001 and Bunny Lake is Missing fame, though halfway through the film I was still asking myself \"Which one\\'s Keir Dullea?\"<br /><br />So it seems that the house has been receiving obscene phone calls, but this was before email, so they couldn\\'t ask him to send a photo. Then\\x97-well, you know how they say those plastic dry-cleaning bags are not a toy? One of the sisters finds that out the hard way. Don\\'t worry if you don\\'t catch the first 14 shots of the plastic-encased corpse face as it reposes in the attic\\x97-there\\'ll be 28 more interspersed throughout the film, obviously there to make you say \"Oh my God! There\\'s a corpse in the attic!\" Though after the first hour that changes to: \"How come the dumb police haven\\'t found the rather prominently-placed plastic-encased corpse in the attic?\" Especially as it is made abundantly clear that it is clearly visible from outside the house. Really, any time before CSI came on the air must have been such a golden age of crime; the cops are so dumb. Fortunately some of them look like John Saxon.<br /><br />Anyway, after a lot more darn boring human drama, the house mother fears that her precious kitty has ascended a vertical ladder and has pushed open a heavy-looking trap door that rests atop it (those wily cats!), for she sticks her head in there and ends up with a hook pulley in her neck for the trouble. Now we have two corpses up in the attic\\x97-hey, why don\\'t we have 75 more shots trying to chill us by the fact that there are now TWO corpses in the attic?<br /><br />So by now the police have begun to take the situation seriously, and tap the houses\\' phone and station a cop outside. They inform Jess and her pal Janis Ian that if the obscene caller calls back, they need to keep him on the phone. Jessica, who has grown even more whiny, mousy and annoying keeps asking the caller \"Who is this? What do you want? Who are you?\" after like the first 89 calls, when it is clear that he is not going to answer her. Isn\\'t that like a sign a developmental disability? The inability to learn from unsuccessful attempts at something? And what\\'s he going to do, suddenly say \"Oh yeah, hi, it\\'s Bob from the Laundromat?\" Dumb Jess.<br /><br />Spoilers! Anyway, soon Janis Ian and Lois Lane (Kidder) are piled in bed with ketchup splashed on their faces (this film\\'s idea of gore), and idiot Jess realizes that not a single door or window in the house is locked. Hello? Are you being stalked or what? Then the cops realize that the killer is in the house, and call Jess and tell her \"don\\'t ask questions, just do as I say\\x85 walk to the front door and get out.\" So what does moron Jess do? Starts screaming \"Phil? Barb? Phil? Barb?\" Hey, great idea sister. Now why don\\'t you go right upstairs where you know a psychotic killer is lurking? Of course she does, and sees her former friends, all splashed with ketchup, prompting this viewer to scream at the screen: \"Have a clue now?!\"<br /><br />Now, obviously one needs to be understanding and realize that this movie was made before the classic slasher movie tropes were solidly in place, and that it doesn\\'t move to the same pace we\\'re used to, and seeing a plastic-covered corpse in the attic like 206 times probably WAS scary back in the day, and people weren\\'t used to being stalked by psychopaths, so they wouldn\\'t think to, you know, lock the doors or windows. And they might be tempted to wander upstairs when they have just been told that a rabid killer is up there. You see, people were stupid back in the 70s. We have to understand that. One of the big shocks is that we don\\'t even see our proto-Final Girl kill the psycho. But believe me, that fact is more interesting being read in this review than sitting through the movie for. Spoilers end! <br /><br />------ Hey, check out Cinema de Merde, my website on bad and cheesy movies (with a few good movies thrown in). You can find the URL in my email address above.',\n",
+ " 'Just caught \"The Rain People\" on Turner Classic Movies late one night. The film was released in 1969. Shirley Knight stars as Natalie, a Long Island housewife who -- exact reasons unknown -- leaves her husband and embarks on a road trip, not knowing exactly where she is going. Natalie is also newly pregnant, which complicates things. Along the way, she picks up a brain-damaged ex-football player \"Jimmy\" (James Caan), who has been kicked out of his college and is hitchhiking. There are many twists and turns along the way between these two, as Natalie struggles to take care of Jimmy and she begins to realize he is mentally limited and cannot take care of himself. She is going through her own struggles, needless to say, and in no position to care for him. Natalie appears to be a woman on the edge of a nervous breakdown at times; she makes some odd phone calls to her husband, who begs her to come home. Natalie tries to dump Jimmy several times, only to have him re-enter her life through circumstances. A young Robert Duvall plays a strange and troubled cop who befriends Natalie. You get the sense all along that this film is going to end badly, and it does. This film is certainly uneven at times, and the script is somewhat lacking. Francis Ford Coppola directed this, and of course he would soon become immensely famous in the next few years for directing \"The Godfather.\" The actors are good ones, needless to say, as they all would have futures ahead of them in film. Shirley Knight is the least known of the three, although she is also underrated as an actor. James Caan is especially effective here and he seems to just inhabit this character. This film remains little more than a curiosity now, no doubt because it is an early movie of Coppola\\'s, and I confess I had never heard of it. So God bless Turner Classic Movies for bringing it to a new audience.',\n",
+ " \"I just saw Adam Had Four Sons for the first time and the thing that struck me was that I believe that the model used was Theodore Roosevelt and his four sons. They were approximately the same ages as the four boys in this film. Warner Baxter in his portrayal of Adam Stoddard talked about the same values and family tradition that you would have heard from our 26th president without some of the more boisterous aspects of TR's character. <br /><br />Like TR all of the Stoddard sons serve in World War I, in this case though the youngest only loses an eye instead of being killed. <br /><br />But what if a female minx gets into this all male household and disrupts things? That's Susan Hayward's job here. In one of her earliest prominent roles, Hayward is a flirtatious amoral girl who marries one son, has an affair with another, and starts making a play for the third. It's an early forerunner of the kind of a part that later brought her an Oscar in I Want to Live.<br /><br />I suppose that with as powerful a model of decorum as Theodore Roosevelt was and Warner Baxter portrays, everyone is afraid to tell Father what's going on. The sons and also their governess Ingrid Bergman. Here's where the plot gets a little silly. Bergman is introduced to us as a governess hired by Baxter and wife Fay Wray for their kids. Wray dies and Baxter suffers some financial reversals in business. Bergman has to be let go. She goes back to France and years later comes back to the family when the kids are grown up. <br /><br />I'm sorry, but I can't believe the kids need a governess now. Hayward is quite right when she confronts her that it wasn't the kids who brought her back. In the normal course of things, Bergman would have gotten on with her life. <br /><br />One of the previous reviewers said that a quarter to a third of the film I have was edited out. Possibly that could be the reason for the many plot holes we have.<br /><br />It's too bad that Ingrid and Susan could not have done another film together in the Fifties when Hayward was at her heights and Bergman had just made a comeback.<br /><br />Susan Hayward is the main reason to see Adam Had Four Sons. And I'm willing to believe that a good deal of Ingrid was left on the cutting room floor.\",\n",
+ " \"Tom Cutler (Jackson) is a retired policeman who now works as a crime scene Cleaner-upper. In his latest job, he cleans a new crime scene and destroys evidence and isn't aware the crime hasn't been officially reported. Uh oh, this can't be good. <br /><br />You hear about Cleaners all the time, but usually when a mob or gangland hit is involved when bodies etc need to be removed and the area cleaned up. This one is different in that Tom Cutler works with the Police to clean up after the police have done their investigation of a crime scene. Hey, someone has to do it. You know the Police won't. The movie makes that quite clear and it is up to the family to get the area cleaned up. <br /><br />This is almost a good thriller, but a side plot involving Tom's daughter (Palmer) makes this story somewhat awkward. I guess they had to fill in some time. Oh, they brought this side plot around to connect with the another side plot, but it was still a reach and awkward. See?<br /><br />This was almost a good thriller because there was a noticeable lack of tension, suspense and the pace was somewhat draggy. The music didn't help either as I noticed the music was more appropriate for watching people take a long journey. You know, journey music. Get it? HA!<br /><br />The acting by all was excellent in this almost a good thriller. <br /><br />Violence: Yes, Sex: No, Nudity: No, Language: No\",\n",
+ " 'This makes the third Errol Morris movie I\\'ve seen, and I\\'m increasingly not liking his style. He seems to find very interesting and varied characters, great personalities to create documentaries for, and then with tongue-in-cheek editing make fun of everything they are about. It\\'s never really a direct caricaturation of them and Morris seems most of the time to be saying, \"But no, no, these people are really fascinating, really!\", but there\\'s always these subtle little canted angles and not-so-subtle editing techniques that show that Morris seems to be mocking them behind their back.<br /><br />This movie tracks four people who break the traditional boundaries of organic separation... a man who studies African hairless molerats to find that they are amazingly ant-like, a lion tamer, a man who keeps a garden full of animal-shaped shrubbery, and a robot designer. The general theme of the film seems to revolve around the question of what designates animal, human, and life features? So the title of Fast, Cheap, & Out of Control doesn\\'t really seem to mean anything in terms of the movie... right? Except of course Morris seems just a little disturbed by these individuals\\' passions (he might call them \"obsessions\") making synthetic designs on life. I share not that fear and honestly don\\'t appreciate some of the connections Morris makes in the film.<br /><br />But I stress his subtlety. With no voice-over narration and leaving the words entirely to the interviewees, it\\'s not as if Morris ever pounds that anxiety onto the spectators\\' collective head. Instead he mixes circus footage and ant footage together often at times when they\\'re taken out of the context of the circus and the ants, showing a sort of collective absurdity behind what all of these people are talking about. I don\\'t find them absurd, I find them all very neat and interesting individuals.<br /><br />Unless, of course, he didn\\'t intend such juxtapositions, which means he\\'s just a bad craftsman instead of a silent subverter. Considering none of this films I\\'ve seen so far have particularly impressed me, I don\\'t really care to find out what he\\'s trying to do.<br /><br />--PolarisDiB',\n",
+ " 'Man with the Screaming Brain is a story of greed, betrayal and revenge in the a small Bulgarian town. William Cole, wealthy industrialist, winds up with part of his brain replaced by that of a Russian cab driver Yegor. The two couldn\\'t be more different, but they share one thing - both were killed by the same woman. Brought back to life by a mad scientist, William and Yegor form an unlikely partnership to track down their common nemesis.<br /><br />Bruce Campbell returns to the B horror movie genre that gave him his cult status, this time not only in front of the screen, but behind the lens. Unfortunately for this time around, the laughs don\\'t deliver and Campbell has to resort to what he does best to try and fill the gap in this film.<br /><br />As a fan of Campbell, who has the movies, the books and the action figures, I was hoping for another hit to add to my collection. Although, after seeing this film before the purchase, I am glad that I don\\'t have the \"pleasure\" of adding it.<br /><br />The film first goes wrong in the story, which at first sight, seems like harmless fun but turns out to be boring drawn out dribble. Which is a sad thing to say because it was written by Mr. Campbell himself. The comedy never really hits, it only makes us scratch our heads. It seems that Campbell ran out of things that are funny and resulted in giving the audience what we\\'ve already seen...him fighting himself.<br /><br />Ted Raimi, the brother of Evil Dead director Sam Raimi, is undoubtedly the highlight of the film. He brings a freshness to it and an entertaining time when the film really needs it. It helps if you are a fan and have been following these stooges from Evil Dead to Xena, which is why I felt compelled to like this film.<br /><br />Campbell\\'s experience as a director, from directing episodes of the TV series Hercules is apparent. Campbell makes the film work well enough, even with the low-budget. In the end, there aren\\'t as many things going for this as one would hope for, but the fans of Campbell will stick behind it no matter what, unfortunately for this fan...I won\\'t.',\n",
+ " \"<br /><br />Whether any indictment was intended must be taken into consideration. If in the year 2000 there were still rifts of feeling between Caucasian and Afro-Americans in Georgia, such as shown in this film, obviously there remains a somewhat backward mentality among a lot of people out there. It is rather hypocritical, to say the least, if everyone adores Halle Berry, Whoopie Goldberg, Beyoncé, Noemi Campbell, Denzel Washington, Will Smith, et. al., whilst out in the backs there persist manifest racial divides.<br /><br />White grandmother suddenly gets black grand-daughter thrust upon her, only to meet up with black grandfather in a very white social backwater. The story is sweet, not lacking tragic overtones, and eminently predictable as in most of these kinds of TV films, though the final scene has you guessing............ will he? won't he.......?<br /><br />Gena Rowlands in her typical style offers a sincere rendering, and Louis Gossett is a good match for her; the little Penny Bae fortunately does not steal the show.<br /><br />A `nice' way of relaxing after Sunday lunch without having to force your mind too much, though you might just find yourself having a little siesta in the middle of it.\",\n",
+ " 'Tough guys, sexy women, lots of swearing, and a most unconvincing monster that rises from the depths of a polluted lake. You\\'d think \"Monster\" would be fun...but it isn\\'t, really. It does star Tony Eisley and John Carradine, however, and in my book that makes it worth viewing at least once. In an interview with \"Fangoria\" in 1987, Eisley recalled that Herbert Strock had directed the bulk of the film, but somehow Kenneth Hartford--who only directed the footage featuring his children Andrea and Glenn (portraying characters named Andrea and Glenn, in a particularly inventive turn)--received full credit. Considering how awful the end result was, Strock was probably glad that he hadn\\'t been credited! \"Monster\" has the look and feel of a mid-to-late-seventies TV movie, which is why I like to leave it on in the background every so often. As entertainment it falls flat on its face, but as a reminder of another age and a vanished type of film-making, it\\'s very effective. The only thing that\\'s missing is a car chase.',\n",
+ " 'Dear Mr Ram Gopal Varma, I don\\'t know in which capacity I am writing this letter to you. I am a never-say-he\\'s-finished Amitabh Bachchan fan, having sat through his cock-chasing act in Jaadugar. I also demand some important designation in The Godfather fan club, having watched the Coppola classic more times than you have delivered flops from your Factory. And, of course, I have been a big admirer of yours, right from the time you had Nagarjuna wrapping the cycle chain around his knuckles in Shiva.<br /><br />When you announced Sarkar and called it your take on Godfather, all one wanted to know was the date the first look would be out, the Sunday the promos would go on air, the Friday the film would be released. It was sheer wish fulfillment at work knowing that you, and not someone hovering between the mustard fields of Amritsar and the tulip gardens of Amsterdam, had taken up the task of recreating the Puzo pages on the Bollywood big screen.<br /><br />Your cast couldn\\'t have been more you \\x97 working for the first time with the legend, casting Abhishek as his screen-son, giving Kay Kay a role he has deserved for years, bringing back forgotten faces like Supriya Pathak and Rukhsar, and picking complete non-actors like Katrina and Tanishaa to join the list\\x85 Before July 1, you had made Sarkar the most-awaited film ever for any Godfather freak who worshiped Bachchan.<br /><br />The opening credits stoked the hope that your stunning sepia-tinted promos on the telly had kindled. But now, you labeled Sarkar your tribute to Godfather instead of the word \"inspired\" which you had been using all along. Probably you don\\'t want the two creations to be compared but when the medium is the same, then a Kaante would be compared to Reservoir Dogs and a Reservoir Dogs to a City On Fire.<br /><br />Also, when your first and last sequences \\x97 the heart of any screenplay treatment \\x97 are all about the establishment and the transfer of power, you can\\'t keep the Nagares and the Corleones apart, even if you replace the American mafia moves with Maharashtrian political power play.<br /><br />But you got it wrong, Mr Varma\\x85 You wanted to show Amitabh in his 70s avatar, as rustled up by the pens of Salim-Javed. You wanted him to lurk around larger than life. You wanted him to be his own brand(o). Then how could you steal his voice in the name of using silence? How could you keep him rooted to his chair in the hunt for interesting camera angles? How could you leave him stranded without his voice and stature, the two things that have made his B so big? Coppola\\'s Godfather cameraman Gordon Willis masked Brando\\'s eyes throughout the movie because it didn\\'t have the power to match that drawling husky voice or that sudden snap of the fingers. But you tried to repeat the Malik act from your very own Company. But Bachchan is no Ajay Devgan \\x97 his forte doesn\\'t lie in the stagnant stare and the suffocating silence. You made the man look like a comatose patient, who\\'s reminded from time to time to look at the cue cards and mouth those predictable one-liners. For that, Agneepath\\'s there, any given Saturday.<br /><br />Which Bachchan fan would go and watch Kay Kay Menon stealing the thunder from under his nose in the scene where Sarkar asks Vishnu to leave his house? Which Amitabh aficionado would go and watch him focus on achaar and carom, in a film that talks about power with a capital P in the promos? We can\\'t handle so much in the name of restraint and understatement! You don\\'t even allow the camera to rest on him for five seconds when he learns that his son wanted to kill him. Give me the old-school camera-only-on-Bachchan style, any given Saturday.<br /><br />Kudos to you, of course, for making an actor out of Abhishek, first in Naach and now in Sarkar. You also allow him to show Mallika Sherawat that he can run as well as his father. Even in the short prison sequence, you really make the Bachchans come out of the text, an opportunity Shaad missed in Bunty Aur Babli. Wish the film could have been more a father-son story rather than a chaotic conflict between caricatures in the name of characters, who pop up like the ad windows on the Internet.<br /><br />You also let the women more into the script than Puzo and Coppola did and again, you deserve all the Brownie points for squeezing them in so effectively. Pathak is a welcome return as the mother in the middle, Tanishaa lovable as the lovelorn girl, Katrina a revelation as Abhishek\\'s confused lover and Rukhsar\\'s silence speaks volumes.<br /><br />But sub-plots do not a classic remake. When your free-flowing camera tries to make every frame look hatke and your loud background score irritates incessantly, we keep getting reminded that we are in a Factory. Well, maybe not a Nino Rota score but Sarkar certainly deserved better than those Govinda, Govinda chants and uncalled-for flute interludes.<br /><br />Mr Varma, some of your Factory directors tell me that you are involved with every project, from overseeing the shooting schedules to supervising the editing sessions. Perhaps, in the middle of all the various storyboards, the Bhiku Matre scream is being muted by the Subhash Nagare silence. Perhaps, you need to bring the shutters down on the factory and work on a single homemade product. Otherwise, your products would remain products, to use and throw, not treasure. And movie buffs like me, for whom there are no hits and flops, only good cinema, would rather choose a film without Factory finish, any given Saturday.',\n",
+ " \"The only words you need fear more than Joe Don Baker if your thinking of watching a film are Greydon Clark , and if they are both there , run for your life . However this is a very funny film because they actually take themselves seriously ! It starts out bad and goes downhill from there , repeated scenes , the Good The Bad and The Ugly like shootout will have you rolling on the floor with laughter .Yes , he's the best deputy sheriff in Texas , tracking a mafia hit-man to Malta as only he can . He makes his own rules , does things his own way , all the while wearing cowboy boots and sidearms cowboy style . You want to see a bad but funny film ? Go ahead on , its your move !\",\n",
+ " 'This is definitely one of the best Kung fu movies in the history of Cinema. The screenplay is really well done (which is not often the case for this type of movies) and you can see that Chuck (in one of his first role)is a great actor. The final fight with the sherif deputy in the bullring is a masterpiece!',\n",
+ " \"This could have been a breakout role for Valeria Golino but the film instead decided to shift its attention to another area. The film is about a woman named Grazia (Golino) who is married to a fisherman and the mother of three. She is a free spirit and prone to outbursts so the rest of the village and her family decide she should be sent to Milan and see a doctor. The story takes place on the island of Lampedusa off of Sicily and it shows the everyday life there with the teenage boys in rivaling gangs and just trying to find something to do on the sun baked rock. Grazia's oldest son Pasquale (Francesco Casisa) adores her and is always trying to protect her during her bouts of depression. The daughter Marinella (Veronica D'Agostino) is a blossoming young girl who becomes infatuated with a local policeman and the youngest son Filippo (Filippo Pucillo) is very sassy and mocks the policeman's accent. Upon learning that she is to be sent to Milan, Grazia runs away and Pasquale helps her by hiding her in a cave while everyone searches for her. This film could have really made more of an impact if it could have concentrated its focus to Grazia. We do see some outbursts and irrational behavior on her part but their is no follow up to these scenes. Nothing comes of it. The film looks great and is beautifully photographed so give director Emanuele Crialese credit for that but the story needed to focus on something more substantial. The film does a good job of showing us what life is like on this island and what is going on in the lives of the three children as they grow up. Their is some speculation that Golino's character gives a hint of being a mermaid like creature and that is why she is having difficulty existing on land. I also sense that the island itself expects its inhabitants to behave in a certain manner and if you don't then you can be subjected to the harsh realities of its rules. All speculations but I do think the films attention could have stayed with the character of Grazia. After she hides in the cave she really has nothing to do. In a sense, the character becomes stagnant. I wish Golino had more to do because I've always liked her and whenever she is onscreen you just can't take your eyes off her. She's a bundle of fury, passion and raw energy! What a shame Crialese didn't write a more complete role for her to act in. When the film ends your left feeling empty from an incomplete story.\",\n",
+ " 'So, it has come to this. In the top-rated comment on this flick, somebody says \"Nishi is an honorable man\". Really? This is a guy who mainly kills and maims people in the movie. He takes a short break to rob a bank. Honorable? How would you like your kids to go to school with the kids of someone who calls that honorable? Wait, there\\'s more! The person also says \"we can tell he\\'s constantly thinking.\" How can we do that? Well, do you know that joke \"How can you tell when a CEO/politician/lawyer is lying?\" ... \"His/her lips move.\" Well, Nishi\\'s lips never move, so I guess that means he is thinking.<br /><br />Of course, this is existentialism to warm the hearts of the cult of victimization. Existentalism supposedly stresses that an individual take responsibility for the consequences of one\\'s acts. Not Nishi. Borrow money from the yakuza. What, they want it back? Kill them. The cops find out. Kill yourself and your wife.<br /><br />Really honorable.',\n",
+ " \"This was a better than average movie I thought, for it being on cable. I had expected something along the lines of cheesy melodrama and bad special effects seen in such classics as Christmas Rush or First Daughter/Target/Shot, etc.<br /><br />The cast was well chosen...I especially liked Ron Livingston as the hard pressed SWAT Commander. It's good to see him revisiting the same material he had so much fortune with in Band of Brothers. The producers and designers had done their homework because all the scenes and shots looked like they did on that day back in 1997.<br /><br />So, if you get a chance to see this film, and I am sure you will since FX reruns everything 50 times...take 2 hours and enjoy it.\",\n",
+ " \"This was one of Christie's later stories. Throughout her long career, she was interested in the shifting narrative and the notion of conflicting agents. Both are essentially the same thing and boil down to questions of who it is that controls or creates the situation.<br /><br />In detective fiction, the game is a matter of conflicting realities. The murderer intends to change reality to fool the detective, the writer intends to do the same to the reader. Both the reader and the detective are in similar battles to create what they see. That's why her stories often include a writer.<br /><br />In her works, she explores every combination of tricks she can think of that deal with this. Along the way, we often have bodies that are not who they seem, and times, and intended victims and such. But the real magic of the books is this notion of control. In 'Bertram's' it was literally a building.<br /><br />Here, it is a dead man. Well, sometimes that happens, but not like this. It is as if the writer were the famous Mr. Rafiel. This is particularly sweet to Marple readers who remember this same character from the 'Carribean Mystery,' which in a way was also framed by her nephew. In that story, Rafiel was the conveyor of the story to the authorities.<br /><br />The producers of this series have an almost wacky commitment to using a different creative team on each one. Sometimes it produces bland work. The 'Bertram's' episode was rather brilliantly staged. This one is the most lavish of the lot, and has an active camera. But unlike the 'Bertram's' work, it has nothing to do with the story.<br /><br />The camera moves and captures merely because it can. The 'Citizen Kane' quote at the beginning was a little too literal and blunt. This story is good, but the adapter took out some pretty critical stuff, and that irrelevant camera annoys.<br /><br />Ted's Evaluation -- 2 of 3: Has some interesting elements.\",\n",
+ " \"A not bad but also not so great heist film. Kirk Douglas is a recently released from prison safe-cracker who, after turning down an offer from the Mob, decides to pull the job himself. He recruits circus gymnast Giuliano Gemma. Mayhem ensues. Douglas and Gemma soon find themselves pursued by mafia goon Romano Puppo as well as entangled in a really goofy love triangle with Douglas's infinitely patient girlfriend (Florinda Bolkan). Director Michele Lupo keeps the pace moving quickly and there's at least one excellent and creative car chase sequence involving Puppo & Gemma. Though an Italian production, most of the filming appears to have been done in Germany. Douglas is fine, not just slumming it in an Giallo quickie. The striking Bolkan gives a terrific performance. The music is by Ennio Morricone and the cinematography is by the great Tonino Delli Colli, who managed to work with everyone in Italy (from Wertmuller and Fellini to Pasolini and Leone).\",\n",
+ " 'Rossini once described rival composer Wagner\\'s work as having \"some wonderful moments...and some awful quarter-hours\". Inuyasha, it seems, can also be described this way. It has many great episodes, but in between them are countless filler episodes. The entire series consists of about 175 episodes, of which I\\'d say at least 125 are filler or some sort of subplot (I didn\\'t bother to count and I wouldn\\'t be surprised if that number were in fact higher, though).<br /><br />Some of these filler episodes are actually quite enjoyable, though many are quite silly or dull. Nonetheless, the constant digressions start to wear thin after the first few seasons as the plot ends up progressing at a labored crawl for most of the series. Character development, too, slows down greatly and by the later seasons, the cast has become quite unchanging, resulting in increasingly stale jokes (particularly those concerning the monk, who\\'s ironic traits start out as mildly humorous but grow tiresome when the jokes associated with them appear repeatedly).<br /><br />However, all of that isn\\'t to say that Inuyasha is a bad series. It just isn\\'t a great series the way Neon Genesis Evangelion, for example, is generally considered to be. As something to watch at the end of a hard day, it is nice, but it could never be confused with high art.',\n",
+ " 'Well, I don\\'t normally think there\\'s such a thing as a HORRIBLE movie, but this is pretty damned close! The best acting performance in the whole thing was Snoop Dogg, who has one line in a 10 second scene. I agree with the \"glad it was short\" review. The music videos at the end were cool though.',\n",
+ " \"The latest Rumor going around is that Vh1 is starting casting calls for I Love New York 3 mid 2008. So does this mean Budah or Tailor made dumped New York or does this mean New York dumped the winner?<br /><br />I know Flavor of Love is coming up to it's 3rd season, so now with a Flavor of Love 3 and a I love New York 3.....will there ever be a true winner???<br /><br />I've also heard a few rumors that Chance WILL be brought back for the 3rd Season of I Love New York!!!! I have also heard rumors that New York will be Specially featured on Flavor of Love 3. <br /><br />Hopefully this was not too much of a spoiler for the ending of I Love New York 2....I'm just stating the latest rumor.\",\n",
+ " 'This is one of the best looking films of the past few years. The fact that it was done on a virtual shoestring ($1.8 million or so they say on the DVD:they infer that they ended up with even less financing) makes it all the more impressive. Not simply the photography, but the design and particularly the locations (Eastern Montana) which are at once authentically American and otherworldly.<br /><br />Too bad there isn\\'t a coherent movie to go with it. An extremely promising setup of the last 48 hours of clearing out a rural town in 1955 before it will be flooded for a dam is washed away with pretentious mumbo jumbo alluding to angels and a dying child. And what is presented as the \"real world\" is hopelessly arch. Note to the Polish Brothers:the Coen Brothers are funny-you are not.<br /><br />No doubt many cineastes will find \"Northfork\"\\'s abundant symbolism and inscrutability as marks of some sort of profundity, the sort that sophisticated types wrestle the night away with in coffeehouses while the braindead masses watch \"Charlie\\'s Angels\" or something. (Sigh) If you insist....<br /><br />In the meantime, recommended only as a case study for filmmakers for its\\' impeccable technical credits and photographic beauty.',\n",
+ " '.... may seem far fetched.... but there really was a real life story.. of a man who had an affair with a woman, who found out where he and his new wife were staying,, and she killed the wife,, making it look like a murder rape.......<br /><br />in her delusion she had told everyone that the man had asked her to marry him.. so she quit her job in Wisconsin... and moved to Minnesota..........<br /><br />last I heard she was in a mental institution, Security Prison....<br /><br />she was still wearing the \"engagement ring.\" that she has purchased for herself... and had told everyone that he had bought it for her.<br /><br />The events took place in a small town in Wisconsin,,,,,,, and the murder happened in Minnesota......<br /><br />There even was a feature story in \"People\" magazine... Spring of 1988, I want to say on Page 39. I remember this as I was in college at the time,, and a colleague of mine had met the individual in the Security Hospital....',\n",
+ " 'Larry is a perfect example of the Democratic Party in the United States, of which he is a staunch member. King used to be somewhat fair and unbiased and had a variety of guests on. The Party used to be centrist, too, but that was another era. Now, like, Larry, it\\'s Far Left. <br /><br />At least 90 percent of all the guests on King\\'s show in the past year or two are Liberals who sit there and bash President Bush and every Conservative they can think of.....night after night. Bill Mahar, one of the more viscous ones, is - and you can look this up - the most frequent guest in the history of King\\'s TV show. You can count on other outspoken Left Wingers to be on King\\'s show each week, but don\\'t hold your breath waiting for a Conservative. They are few and far between.<br /><br />King was also one of the innovators of the media overkill. That all began with the O.J. Simpson trial. Night after night after night that\\'s all you ever saw back in the mid \\'90s. Whatever latest gossip on Anna Nicole Smith, or the Petersen murder case, or Paris Hilton, Britney Spears or some other tabloid subject, you can bet Larry will beat it to death. Sadly, all the other networks do the same thing now. Larry was a leader in that regard.<br /><br />King also has the nerve to sometimes give advice, such as on marriage. I am not kidding; I \\'ve heard him say it. The joke is that he has been married and divorced a half dozen times! This man has few scruples, believe me. When it comes to morality, he is clueless. Maybe that\\'s why he has Dr. Phil on, to explain some facts of life to him regularly. Larry will nod, but he doesn\\'t understand any more than when Billy Graham used to talk to him.<br /><br />King also is becoming famous for the \"softball\" interview, meaning he asks no hard questions. That is a lot due to the fact that most his guests are of his political persuasion. People know being on King\\'s show is liking having an hour public relations gig.<br /><br />What all this has meant is a serious decline in ratings the past five years. People see through him and his Liberal-and-tabloid-TV mentality and switched over from King and CNN to Fox News.',\n",
+ " 'I finally rented this video after searching for it for many months. Initially I only wanted to see it because I\\'m an out and out Neil Pearson fan (Patrick, boyfriend of Isobel, the lead). However, the movie stands up very well without Neil (although he handles himself very well in this movie, he is overshadowed by the three main female characters). It\\'s an eerie, intense movie, the sort the Brits do so well - definitely a \"chick flick\" the house and it\\'s isolated setting giving the movie an almost \"Wuthering Heights\" aura. The movie is full of tension and the ending, shocking, yet somehow inevitable. I\\'m glad I watched it, it was worth the wait',\n",
+ " 'Okay, the film festival crowd probably loved it. But your average, popcorn munching movie goer who has scraped to-gether the ten or fifteen bucks it costs to see a movie these days will probably wonder why he or she made this choice. If it\\'s stamped \"Copolla\" it\\'s automatically great stuff, right? Wrong! It\\'s a neat spoof of filmdom\\'s pretensions. But it\\'s terribly \"in.\" I worry when film makers are more concerned about entertaining themselves rather than the public. It\\'s interesting as a cinematic curio and it does have a chuckle or two in it. But once it\\'s run its course in the movies and on TV, the dust will grow thick on the film cans and tape boxes holding it. Hardly either epochal or an epic!',\n",
+ " \"The acting is excellent in this film, with some great actors. It was fun to see Fred McMurray as a young man. This is not a comedy. It's a drama and the apparently comedic instances are pitiful. This is not a comedy. It's a drama and the apparently comedic instances are pitiful, and some of them appear forced and contrived. It's in the script, though, not the fault of the acting.<br /><br />The 10 line requirement forces me to write some more...Hmmm. Loved Carole Lombard's My Man Godfrey, because it is a comedy and, while the acting is wonderful, the story line and the script itself, wins the day. Carole Lombard is pretty and a wonderful actress. I will try to watch Fred McMurray's features.\",\n",
+ " 'What can I say? I\\'m a secret fan of \\'over the top\\' action and horror films. Especially when it comes with a lot of lots of humour and innuendo, but I\\'m not a fan of Snake on a Plane.<br /><br />There are three potential draws to this film: \\x95 The comedy of the situation; \\x95 The horror; and \\x95 The novelty of hundreds of snakes being of a plane. <br /><br />Firstly, this film isn\\'t written as a tongue-in-cheek horror or a comedy, and there are only 1 or 2 points in the film where you\\'ll smile to yourself. If you want to get the feel of the film, the trailer genuinely represents the movie, a horror.<br /><br />Secondly, if you\\'re expecting a film full of action and shocks, you won\\'t be disappointed. It doesn\\'t stand out above other movies, but it always keeps your attention.<br /><br />Thirdly, Although the novelty of Snakes of a Plane doesn\\'t wear off, but you\\'ll leave the cinema thinking \"what was all the fuss about\".<br /><br />I know this movie has a high rating, but it doesn\\'t add up. A) Many of the reviews where written before the film was released and, B) The breakdown of user ratings has a lot less variation than normal 77% of people rating the movie 10/10, with only 7% of people giving it 9/10 - Why such an enormous gap?',\n",
+ " \"Unless you understand wretched excess this movie won't really mean much to you. An attempt was made to interject a bit of humanity into a cold and bleak period consumed by alcohol and drugs -- it doesn't work.<br /><br />When Salma Hayak does her big disco number her voice is so obviously dubbed it is pathetic -- the producers could at least have gotten someone that sounded remotely like her.<br /><br />The documentary that has been playing on television lately is far superior and gives a much truer view of that period of our history.<br /><br />No one, with the exception of Mikey Myers, could be accused of acting; however, he does an incredible job.\",\n",
+ " 'Childish storyline ripped off of a lame Hollywood movie, terrible acting, cheesy dialogue, and not quite \"up-to-par\" sex scenes. That\\'s right another great softcore parody! I enjoyed this film greatly! Sure the acting is terrible, but that part of the fun! The storyline is ludicrous, but some things must be sacrificed when the story has to revolve around girl-on-girl sex scenes. And because it\\'s only softcore (no penetration) the sex scenes were a little bland. But it\\'s like the great god of softcore smut Russ Meyers said \"who really cares what goes down beneath the waist.\" I don\\'t know if I\\'d agree with Mr. Meyers on this one but what the hell... the flick entertained me for an hour and a half. I give it a C+, it would\\'ve been a solid B if they coulda cast more of the girls to look like Russ Meyers actresses. VaVoom! VaVoom!~',\n",
+ " 'George P. Cosmatos\\' \"Rambo: First Blood Part II\" is pure wish-fulfillment. The United States clearly didn\\'t win the war in Vietnam. They caused damage to this country beyond the imaginable and this movie continues the fairy story of the oh-so innocent soldiers. The only bad guys were the leaders of the nation, who made this war happen. The character of Rambo is perfect to notice this. He is extremely patriotic, bemoans that US-Americans didn\\'t appreciate and celebrate the achievements of the single soldier, but has nothing but distrust for leading officers and politicians. Like every film that defends the war (e.g. \"We Were Soldiers\") also this one avoids the need to give a comprehensible reason for the engagement in South Asia. And for that matter also the reason for every single US-American soldier that was there. Instead, Rambo gets to take revenge for the wounds of a whole nation. It would have been better to work on how to deal with the memories, rather than suppressing them. \"Do we get to win this time?\" Yes, you do.',\n",
+ " \"This was a strange film. A bit horror and certainly film noir. Some fifth columnists meet and mysteriously start dying off with a Japanese dagger in their hands after Monsieur Colomb (Bela Lugosi) shows up.<br /><br />Soon the Lone Ranger arrives in the person of FBI Agent Richard 'Dick' Martin (Clayton Moore). Martin is ineffective in finding the killer as he is more interested in the niece (Joan Barclay) of a missing doctor, who is part of the gang.<br /><br />After the last man dies, and the doctor is horribly disfigured by some strange serum, the true story of the group comes out and that is where it gets interesting and weird. I won't spill it.<br /><br />Lugosi was marvelous as the skulking killer.\",\n",
+ " 'As Ben Elton once observed, nothing goes quicker out of style than comedy. Steve Martin\\'s latest offering - \\'The Pink Panther 2\\' - recently opened to bad reviews and dismal box-office grosses, while Mike Myers\\' \\'The Love Guru\\' seems to have won few admirers.<br /><br />In 1970, it was Jerry Lewis\\' turn to feel the pain of rejection ( ironically, his character in this film experiences a funny turn whenever anyone uses that word in his presence ) when \\'Which Way To The Front?\\' effectively drove him off the big screen for almost a decade.<br /><br />In this World War Two comedy, he plays \\'Brendan Byers 111\\', the richest man in the world, who wants to join the army to do his patriotic duty ( and also because he is bored with being successful ) but is rejected as he is medically unfit. He then decides to start his own privately funded army, recruiting other 4-F\\'s.<br /><br />Decked out with ludicrous uniforms that look like those worn by \\'International Rescue\\' in \\'Thunderbirds\\', they go into training. Some good visual gags here. When they fire rocket launchers, they look pleased with themselves, until they learn they have just destroyed a Texaco oil station! Wishing to learn German, Brendan plays a long-playing record called \\'Songs To Mein Kampf By\\'. When this army sits down to eat, instead of being in a draughty mess hall, they are in an opulent room decked out with a chandelier.<br /><br />John Wood is very funny as \\'Finkel\\', Byers\\' ever-so English butler. His best scene is when he blackmails a Mafia-type gangster into teaching Byers\\' brigade to kill.<br /><br />The script was not by Jerry himself, but by Gerald Gardiner and Dee Caruso, author of a number of episodes of \\'The Monkees\\'. \\'Front\\' often has the look and feel of a television sitcom, indeed at times you almost expect to hear a laugh-track.<br /><br />Where it goes badly wrong is in the last thirty minutes when Byers replaces a top Nazi commander and, after ordering the Germans to withdraw from the front, gets involved in the plot to kill Hitler ( and Tom Cruise is nowhere in sight! ). As the commander, Jerry delivers a performance of such mind-numbing ineptitude as to defy description. He gives Brian Blessed a run for his money in the \\'loudest man alive\\' stakes. It comes as a relief when the end credits appear.<br /><br />Perhaps the timing was just wrong - bringing out a war comedy when the Vietnam conflict was raging was not a good idea. Or the public simply had had enough of Jerry ( that beard probably did not help! ). What he needed here was a good producer, someone to take him in hand and say: \"That gag stinks. Throw it out!\". \\'Don\\'t Raise The Bridge, Lower The River\\' is a masterpiece by comparison with this picture.<br /><br />As the \\'70\\'s got underway, the new comedy icons would be Woody Allen, Mel Brooks, and Monty Python - fresher, more biting and in Allen\\'s case, more human styles of comedy replaced Jerry\\'s brand of slapstick. It would not be until 1982 that he would make anything like a successful comeback - as the conceited talk-show host \\'Jerry Langford\\' in Martin Scorcese\\'s brilliant \\'The King Of Comedy\\'.',\n",
+ " 'This tale of the upper-classes getting their come-uppance and wallowing in their high-class misery is like a contemporary Mid-Sommerish version of an old Joan Crawford movie in which she suffered in mink. Here, people behave in a frightfully civilized manner in the face of adversity. A well-heeled London solicitor, (Tom Wilkinson), discovers that not only is his wife having an affair with the local gentry but that she has also killed their housekeeper\\'s husband in a hit-and-run accident. He throws up, but otherwise his stiff-upper-lip hardly quavers.<br /><br />Written and directed by Julian Fellowes, who won an Oscar for writing \"Gosford Park\", (this is his directorial debut), from a novel by Nigel Balchin, it\\'s quite comical although I am not sure how much of the comedy is intended. It\\'s like a throw-back to British films of the forties where characters all behaved like characters in books or plays rather than like people might in real life. However, it\\'s not all bad. Wilkinson is terrific, even if you never believe in him as a person while Emily Watson, (the adulterous wife), and Rupert Everett, (the highly amoral high-class totty), are both very good at covering the cracks in the material. Tony Pierce-Roberts\\' cinematography ensures that no matter how hard it is on the ear it\\'s always good on the eye.',\n",
+ " 'When Jim Wynorski first announced he would be doing a new sequel for my favorite series of all time, the \"Slumber Party Massacre\" series, I was ecstatic. I had been waiting for a new installment for literally years. So, production began and very small bits and pieces on the shoot and the actors involved were released until the shoot wrapped. Then, the announcement of a title change. No longer would this new sequel be titled \"Slumber Party Massacre IV,\" but \"Cheerleader Massacre\" instead. I was a bit disappointed, but having a different title would be a very small price to pay for a film I had waited so long to happen. I was still extremely intrigued and on the edge of my seat to see it.<br /><br />Maybe a month ago, some very advanced copies of the film were released to some extremely lucky viewers, who got to see the film months before its release date. A few reviews leaked on the net and judging by them, I began to become apprehensive on Jim Wynorski\\'s \"Cheerleader Massacre.\"<br /><br />Tonight, I got to see the film for the first time in full length and I am still scratching my head. As I read in another review, \"Cheerleader Massacre\" is definitely NOT a new installment in the \"Slumber Party Massacre\" series, but a slasher flick all on its own. And a bad one at that.<br /><br />Before I get into the specifics of the film, let me first state what an enormous fan of Jim Wynorski\\'s films I am. I always thought him to be a true camp genius, with a winner almost every time. Yes, his movies are made on shoestring budgets and don\\'t contain the most top-notch acting around, but they\\'re fun nonetheless. They are what they are: campy movies you watch when you want to have a good time. From \"Sorority House Massacre II,\" to \"Hard to Die,\" to \"Chopping Mall,\" Jim has produced the goods on more than one occasion. One of the reasons why I was excited that this film would be his latest project.<br /><br />\"Cheerleader Massacre\" does not (in my opinion) reflect any of the films I had seen this director/writer create in the past. Firstly, the production was extremely inexpensive and the film was actually shot on videotape, something I had never seen Jim do before. The actors were mediocre, to say the least, and the story is almost laughable. The killer is also extremely stupid and reminds you more of your cuddly old grandpa, rather than an escaped lunatic.<br /><br />Of course, the film is littered with female nudity. This is a Jim Wynorski movie we\\'re talking about, folks. But some of the boob-shots seen here almost seem like they were done for time. There is an extremely long shower scene, containing the cheerleading coach, that seems to go on forever and it greatly reflects a shower scene in Jim\\'s \"Sorority House Massacre II.\" The girl even bathes herself almost in the exact same way.<br /><br />\"Cheerleader Massacre\" is also extremely cliched, to say the least. The opening scene is literally something we\\'ve all seen in HUNDREDS of past slasher flicks. A guy and a girl making out, on the verge of consummating their relationship when...you guessed it. They\\'re hacked to pieces.<br /><br />Brinke Stevens, who I\\'ve never really considered to be a tremendous actress in the first place, also gives one of her stiffest and forced performances in her small cameo. We\\'re talkin\\' possible cue cards here. She recalls some incidents her character endured by the killer seen here twenty years ago to the police, while footage of the original \"Slumber Party Massacre\" plays. Why was footage from the original film used if it was definitely not a new \"SPM\"? I have no idea. There is also two explosions seen in this movie that I am almost certain were recycled from other films.<br /><br />Not only does this film recycle FOOTAGE from past films, but it also recycles the scores from other films as well. Some of the music used in \"Humanoids from the Deep\" (which was also recycled prior for \"The Coroner\") can be heard throughout the entire film. There are at least two more as well that I cannot identify, but am certain have been used before.<br /><br />After sitting through this film\\'s horrendous acting, ridiculous story, non-existent gore/special effects, and camcorder-like quality, I am having some serious concerns toward Mister Wynorski\\'s career. Has the man who delighted audiences with films in the past finally lost his niche? Only time will tell. Oh, and let\\'s not forget his newest film. A new installment in the \"Sorority House Massacre\" films, now titled \"Final Exam.\" I think I\\'m seeing a pattern here...',\n",
+ " \"Okay, so the movie went straight to video. If I had paid to see this, I would've been disappointed. But, at 2 am in the morning, alone at night, it's a pretty good fright! (hey, that rhymes!)<br /><br />\",\n",
+ " '\"Two wildlife photographers are traveling through the Amazon River basin on their latest assignment. While trying to capture the wildlife of the area on film, our photographers cross paths with a game hunter, who is stalking the animals for another reason. Looking to eliminate the witnesses to his illegal activities, the hunter decides to\\x85\" according to the DVD sleeve\\'s synopsis. <br /><br />Handsome guide Peter Brown (as Jim Pendrake) takes pretty blonde Ahna Capri (as Terry Greene) and her good-looking brother Tom Simcox (as Art Greene) into the Venezuelan jungle, to admire the view, and take wildlife pictures. After they hook up with hunky big-game hunter William Smith (as Caribe), psychological dramatics surface. <br /><br />A pivotal scene, with Mr. Brown reposing in the \"vee\" of a tree, and sharing a cigarette with Mr. Simcox, is nicely staged. The circular direction reappears in the later \"fight\" between Brown and Mr. Smith; and, it is effective. Simcox\\' early sex romp adds nothing to the story; it could have been cut, to take advantage of what seems like flirting between the Brown and Simcox characters. An attraction between Brown and Ms. Capri could have been played up, also. <br /><br />The music, including Jim Stein\\'s \"Love All Things That Love the Sun\", is fine; but the film needs to be re-tracked, to cut out animals which do not appear on screen. And, there is far too much superfluous footage on display. \"Piranha\" is a case where less would have been more.',\n",
+ " \"Normally I love finding old (and some not-so-old) westerns I haven't seen, to be the entertainment for the evening. It's such a great way to sit back, relax and escape the politics and world problems for a few hours. But this was not to be the case with this version of The Magnificent Seven. The casting and storyline of this series closely follow the Hollywood formula for politically correct entertainment; good old get-your-mind-right, revisionist history, where the 'bad guys' must all be white, male, Confederate (in this case), and preferably Christian (if it can somehow be worked into the script). It's sad, really. The best movies out there, are now and have always been about simply telling a good story up on the big screen - not about forwarding someone's political ideology.\",\n",
+ " 'Two page boys working at a radio network go from trying to solve murders to performing in black-face in between work shifts. Jack Moran and Sidney Miller star in this whodunnit from 1945. Lots of fast talking, everybody yells at everybody, and the two page boys call the police detective \"Marty\" (played by Ralph Sanford). It\\'s a real \"shortie\" at 59 minutes, and it has the feel of being adapted from a play, since it mostly takes place in a radio station soundstage. We don\\'t really care about any of the characters, which is probably why its hardly ever shown. No big deal. This was Phil Karlson\\'s second film as director. We\\'re not given any clues as to who might be knocking people off, so we just kind of follow the police detective and the page boys as they all try to solve the mystery first. I\\'ll say no more so as not to give away any spoilers.',\n",
+ " 'Independent film that would make Hollywood proud. The movie substitutes good looks for good acting, a cryptic plot for a good story line, and self-absorption for character development. May be I missed something, go see it for yourself.',\n",
+ " \"I am a big fan of The ABC Movies of the Week genre. I am only 27, meaning I wasn't even born until after the series ended, but I am trying to collect as many of them on DVD as possible. I have about a dozen or so. I had read such wonderful things about this film, both on here and elsewhere, that I was really excited to see it. I just received my DVD in the mail today and watched it anxiously. I'll admit that the first one or two phone calls did give me the creeps - that boy's voice would give anyone the creeps! But it began to ware off fast and the entire divorce subplot was stupid. I also figured out that Michael Douglas was the antagonist about a half an hour before the movie ended. As soon as that story was told about how Elizabeth Ashley's character had locked up his mother, I knew something was fishy. Plus, didn't anyone ever think to ask him why he happened to suddenly appear that night when the fire occurred in the barn? I'll admit that I thought he was coaching a boy at the school to make the phone calls. I didn't guess the mute boy part or the pre-recorded tapes (did they ever say whose voice that actually was? I doubt Douglas could ever get his voice that high?).<br /><br />I am only giving this movie a four out of ten because I actually liked most of the acting in it. Ashley especially is great.<br /><br />It's a shame, because this movie has such a great premise, but oh well, thats what happens sometimes when one gets his or her hopes up for a movie too much.\",\n",
+ " \"Comedy Central has a habit of putting on great programs at times-Chappelle's Show, The Daily Show, Colbert Report, and then there are those that some people love or hate-Stella, Dr. Katz. Then there are some shows that have their defenders but are just plain awful- Mencia, and now, Sarah Silverman.<br /><br />This show is based on the fact Silverman is self-Centered, which can be funny (Colbert Report) but can be horrible (Mind of Mencia). It should shock no one that I believe the latter is the case. This show is a parody of a sitcom and society, a program so absurd it loses itself in its absurdity and it simply isn't funny. A woman farting has been done in comedy many many times because its not something that's common. We don't need 25 minutes of it. When a criminal is disarmed by a queef, it simply loses its appeal-we saw it in Jay and Silent Bob Strike back, except the women were hotter, and the whole scene was more absurd, making it better. But the best comparison of this show is to Stella, except Stella was more subtle, which is what made the absurdist comedy funny. It had better acting, and I suppose, a bit more of a fantastical realist view.<br /><br />Perhaps the fact some reviews are so negative (I'm very skeptical of the critical acclaim but do not dispute fan reaction) to this show is the amount of advertising on it, very obnoxious ads through many programs far outdo advertising on for other programs. Many people are wondering why Sarah Silverman has a career, and others are still bitter when better shows have been canceled. This show should've never made it past the unaired pilot stage. Back to Norm showed far more promise, yet this show makes it further. And as far as critics being correct, many things have been universally panned have seen their status rise immensely. Last I checked, Britney Spears gets good reviews too also. Take that comparison however you want because someone will no doubt accuse me of being psychotic on IMDb for not liking this show.\",\n",
+ " 'Sometimes I think that somewhere in the \"Lifetime\" Channel\\'s office complex there is a room where the writer\\'s hang-out, with a large wheel on the wall - sort of like the Big Six ones in casinos. The latter have a lot of spots where you win even money, and fewer for higher amounts, until there are perhaps a couple which pay bigger bucks.<br /><br />But I picture the channel\\'s wheel having about six different genres on its wheel, with two of them, appearing the most, labeled \"The Psychotic Neighbor,\" or \"The Spouse with a Hidden Past or Secret or Both.\" \"Lifetime\" movies have a few repetitive story lines, and these two seem to be the most ubiquitous.<br /><br />The \"Spouse...\" category can have a spouse of long-standing, but some person appears, or an event occurs, exposing that the good wife was once a hooker, one of the couple was involved in some nefarious act long ago, or that something else in one of the background in different than presumed -- etc., etc., or, as in this flick, one of them has entered the marriage with the most nefarious of aims.<br /><br />One constant, in all of their genres is that the husband or other males are usually clueless, vacuous, and slow to have any idea what in the hell is going until the climax, or at best, very late in the proceedings (unless the male is the miscreant). Not the case here.<br /><br />Whether the referenced miscreant might be the \"neighbor,\" or as in this offering, \"the wife,\" it is always fascinating how easily, successfully and effortlessly they proceed with their dastardly deeds. They manipulate many of the others, whack them as necessary, assume various poses, and juggle more deceptions than you can count - with unfailing success until just before the end.<br /><br />The lead actor here, like many in this channel\\'s movies, is an old hand. I noticed that another film in which he starred was titled \"The Perfect Neighbor.\"<br /><br />Finally, the vengeful \"perfect wife\" in this flick dispatches those in her path with more expertise and ease than the most experienced and competent \"button man\" in Don Corleone\\'s family could muster. And I couldn\\'t help but imagine that Jack Nocholson\\'s Melvin Udall character fro \"As Good As It Gets,\" with his massive OCD affliction, could provide counsel to the anti-heroine to assist in dealing with he obsession which was the basis of this opus.',\n",
+ " 'I suppose for 1961 this film was supposed to be \" cool \" , but looking back now ( 45 years ) it\\'s charm was just as silly as it\\'s entertainment value ! Granted , the special effects do well on T.V. with the Series that started in 1964 , but for the BIG screen ?? I once had a fish tank that was equally as exciting ! I must agree about the Octopus scene near the end where it attached itself to the Seaview. Obviously not well staged...or trained ! Overall , it\\'s pretty bad acting with shoddy special effects and I still do recommend it - for fun laughs sake. This was probably one of Irwin Allen\\'s Biggest films and I think he thought a lot of it . Barabara Eden went on to play \" Genie \" on T.V. Micheal Ansara was her Husband . Now that is a cool part about this film ! I always enjoyed seeing real life Husband and Wife teams star in the same movie . Neat !',\n",
+ " \"'The Fox and the Child' is the new film by French director Luc Jacquet, who brought us the Oscar-winning documentary 'March of the Penguins.' It focuses around a young girl (wonderfully played by Bertille Noël-Bruneau) and her blooming friendship with a fox.<br /><br />There are some truly mesmerizing moments here; badgers mucking about, a lynx chasing the fox through a snow-littered forest; one scene in particular when the fox is being tormented by a pack of wolves is quite intense and even frightening at times. However, there's simply not quite enough of them.<br /><br />Beautifully shot; the cinematography is dazzling. The bubbly kind of look of the film is wonderful. It's undeniably a very lush production.<br /><br />The English version is narrated by Kate Winslet, but what little dialogue there already is has been very poorly dubbed. The score is also far too fluffy, or at least it is for my liking; and the screenplay, while subtle, seemingly jumps from one scenario to another, ultimately leaving me almost baffled.<br /><br />While there's a nice moral at the heart of the film, and the rather quiet performance from Noël-Bruneau is quite lovely, the real star is the fox. Those captivating moments focusing solely around our furry little friend are tremendous. However, again, there's simply not nearly enough of them.<br /><br />- To keep up to date with all the latest in film, including reviews, news, discussions and more, be sure to visit www.mybluray.com.au\",\n",
+ " \"The ending made my heart jump up into my throat. I proceeded to leave the movie theater a little jittery. After all, it was nearly midnight. The movie was better than I expected. I don't know why it didn't last very long in the theaters or make as much money as anticipated. Definitely would recommend <br /><br />\",\n",
+ " 'I admit it now. This is one of the lamest films ever made. But, in Mr Sjogrens defense, the \"Not really\"-scene wasn\\'t all bad! <br /><br />And you gotta love the effort of going all the way to Sweden just to find a sweet Swedish 15 year old blonde, have her speak Swedish posing as the Jewish mother of Henry (dennis hopper). <br /><br />What makes this scene so perfect is that Henrys father answers the blonde Swedish-speaking(Jewish?) girl in German... <br /><br />The best actor/actress of all in the film must be the nun who takes care of Henrys mother, this is a woman who has had no experience whatsoever of acting, but still puts in the most convincing performance of all!<br /><br />All and all, this flick is nostalgia for me personally, it is after all what gave me a posting on IMDb:s database. :D<br /><br />//Feelin like a movie-star*',\n",
+ " \"Very disturbing, but expertly crafted & scripted and intelligently directed with a good eye for color and detail. Mary Beth Hurt, Sandy Dennis, and especially Randy Quaid are unusually good. The story centers around a young boy (Bryan Madorsky) wondering where all the leftovers they eat every night comes from. His parents (Hurt, Quaid) strange behavior causes the school psychiatrist (Dennis) to get involved. It is a gruesome cannibal movie. But it's not bad. If you like Hannibal, you'll love this. If you don't like Parents, stay away from the film. Just giving advice to Cannibal Lover and Haters.<br /><br />Rated R for Strong Adult Themes and Graphic Violence.\",\n",
+ " \"This beautifully filmed and scripted episode was let down for two reasons. 1) Perhaps it was the morality of the 1950s talking, but no man left alone on an asteroid for years would react with such hysterical negativity to the gift of a female android. 2) It wasn't an android at all, but a woman, the beautiful Jean Marsh.<br /><br />The popularity of the sex doll industry in the coming decades could have traced its origins back to this episode if they'd done it properly. In fact, the modernization of sex-bots are in the news as I speak.<br /><br />Robots were not new to movies or television when this episode was made, so they could have at least had her act like one. Her fleshiness would then have added a creepy element. Instead, it becomes a nice little love story about two humans on faraway star.<br /><br />The Twilight Zone always stretched the imagination and credulity. Normally no one cared. But this episode seemed hamstrung by a Calvinist morality eschewing what would have amounted to masturbation with a machine, or downright carelessness.\",\n",
+ " 'Written by Stephen King, but this treatment is not as solid as most of his stories on film. A mother and son move into a small Indiana town with a secret. They are Sleepwalkers, feline type creatures that feed on young virgins. This little story has its share of gore and special effects; plus hints of incest.<br /><br />Alice Krige is outstanding as the mother. Others appearing are Madchen Amick, Brian Krause and Cindy Pickett. Look for very small roles for John Landis and Clive Barker. Stephen King cameos as the caretaker of the cemetery.',\n",
+ " \"I would love to have that two hours of my life back. It seemed to be several clips from Steve's Animal Planet series that was spliced into a loosely constructed script. Don't Go, If you must see it, wait for the video ...\",\n",
+ " \"There is a lot to like here. The actors are first rate and the script provides good dialog best capturing the ambiance of a tightly knit, likable family. However, for that reason the film does not ring true. We see Leo, who apparently just learned of his HIV positive diagnosis, essentially react in a way that is not in tune to the supportive atmosphere for which he finds himself. As well, the film ends somewhat abruptly avoiding what Leo, his brother and the rest of this close family must have dealt with in light of their love for him. The young actor who plays Leo's brother, Marcel, is impressive as generally is the rest of the cast. Unfortunately, the scriptwriters could not decide onwhether they wanted an insightful dissertation on the effects of HIV on a functional, appealing family or what the devastation HIV is on the victim - so it only hints at both. While this film provides food for thought it leaves the viewer wanting much more than it delivers.\",\n",
+ " 'I once had a conversation with my parents who told me British cinema goers in the 1940s and 50s would check to see a film\\'s country of origin before going to see it . It didn\\'t matter what the plot was or who was in it , if it was an American movie people would want to see it and if it was British people wouldn\\'t want to see it . This might sound like a ridiculous generalisation but after seeing THE ASTONISHED HEART I can understand why people in those days preferred American cinema to the home grown variety Back in the 1940s <br /><br />British equity was devoid of working class members and it shows in this movie . Everyone speaks in an English lad dee daa upper class accent that makes the British Royal Family sound like working class scum and what this does is alienate a large amount of a potential British audience who would no doubt prefer to be watching Jimmy Cagney in WHITE HEAT because people would have , If not related to then certainly empathised with a violent gangster in cinematic terms more than some high class English shrink in 1949 . That\\'s entertainment , the reason people go to cinemas . Even the characters names seem bizarre - Leonora ! How many British people were named Leonora in 1949 ? And the protagonists drink cocktails . And they use words like \" Austere \" . You do get the feeling that this wasn\\'t marketed for a 1949 mainstream British audience . But why should it if the majority of British cinema goers were queuing up at cinemas to watch far more entertaining American imports ? <br /><br />Watching THE ATSONISHED HEART in 2005 I was astonished how dated everything was , in fact it\\'s so dated I thought maybe it might be a spoof from THE HARRY ENDFIELD SHOW . What didn\\'t astonish me was the fact that these types of movie came close to sinking the British film industry , an industry that didn\\'t pick up until American money invested in crowd pleasers like ZULU , ALFIE and the James Bond movies',\n",
+ " 'Roy Rogers and company try to bring \"Sintown\" back to life - it\\'s a ghost town which may go boom if silver mining is successful. Andy Devine (as \"Cookie\") slapsticks around. Jane Frazee (as Carol) loses a piece of her bitches to Mr. Rogers\\' sharp leer. Foy Willing and the Riders of the Purple Sage stand-in (or, is that sing-in?) for the A.W.O.L. Bob Nolan and the Sons of the Pioneers. James Finlayson (from the Laurel and Hardy films) adds to the \"slapstick\" look of \"Grand Canyon Trail\". A loose floor board delivers the winning comedy performance. Mr. Devine\\'s mule kicks its heels. There are energetic human performances, too - but, the material isn\\'t Grand. <br /><br />** Grand Canyon Trail (1948) William Witney ~ Roy Rogers, Jane Frazee, Andy Devine',\n",
+ " 'Dustin Hoffman\\'s debut feature isn\\'t as bad as it\\'s reputed to be; a Spanish/Italian co-production filmed in Italy with the director using the pseudonym \"Dan Ash\"(!), the film is uneven but generally diverting and deals with a plethora of shady characters in search of a $1,000,000 hidden by gangster Cesar Romero (who, despite being third-billed - after Elsa Martinelli and Hoffman himself - expires before the credit sequence has even rolled!).<br /><br />Hoffman\\'s performance, obviously, is nowhere near as nuanced as in later films but manages to dodge embarrassment by playing what basically amounts to an amiable klutz - an accident-prone American treasury agent of Sicilian descent (named Puzzu, which nobody seems to be able to get right!) sent out by his firm to retrieve the money and told to remain \"inconspicuous\" but, instead, is forever getting into trouble - though he ultimately proves surprisingly resourceful by finding the loot, foiling the crooks and winning the girl (Martinelli as Romero\\'s daughter, who\\'s somewhat wasted here)!! <br /><br />Still, the film\\'s best moments are provided by suave gangster Riccardo Garrone: apart from his would-be hard-boiled persona and the hilarious use of dialect, he\\'s flanked by a trio of nitwits who more often than not prove a hindrance in the fulfillment of his various schemes! Also, in view of the story being set in Rome, it\\'s odd that the police officer investigating the case is a Spaniard (doubtless an exigency of the co-production deal)! <br /><br />Along the years, I\\'ve missed out on Hoffman\\'s other Italian comedy - ALFREDO, ALFREDO (1972) - a number of times (I guess, mainly, because Leonard Maltin only rates it *1/2 in his \"Movies & Video Guide\"...but, then, MADIGAN\\'S MILLION gets a BOMB!); with Pietro Germi directing and co-starring the luscious Stefania Sandrelli, the credentials of that film are certainly more respectable, and I really hope it turns up again on Italian TV soon...',\n",
+ " 'Los Angeles, 1976. Indie film brat John Carpenter, fresh out of film school and with one film - his class project\\'s no-budget spoof of 2001 called Dark Star - under his belt, finishes a gritty actioner called Assault On Precinct 13. The story of an almost deserted police station under siege by an unseen LA gang, it was a minor hit on the drive-in circuit and garnered small praise from the few critics who cared, but it hardly set the film world on fire, unlike Carpenter\\'s follow-up smash Halloween (1978). On Precinct, Carpenter was still learning how to exploit his almost non-existent budget by using lower-shelf actors, keeping the action to the one hellishly small location, and moving the film along at a tight pace with a combination of editing, intelligent camera work and switched-on genre savvy.<br /><br />No-one wants or needs to be hungry in Hollywood anymore, particularly if the week\\'s catering bill on the 2005 version of Assault On Precinct 13 is more than the entire cost of the original. It does translate into a certain kind of laziness on a filmmaker\\'s part - you have a stupidly large union crew, a studio and a marketing firm all doing your thinking for you. Which is why twenty years after watching Carpenter\\'s film I can still see every glorious moment, from the small girl gunned down in cold blood while buying an ice cream, to the relentless pounding synth score. A week after Assault 2005, I remember Larry Fishburne\\'s unmoving ping pong ball eyes and little else.<br /><br />\"Forgettable popcorn actioner\" fits the top of the poster perfectly. It\\'s New Years Eve at Precinct 13, a station closing down with a skeleton staff to see in its final hours. On call is Jake Roenick (Ethan Hawke), an ex-narc now deeply troubled and hopped up on Jack Daniels and Seconol after his partners were iced in the opening scene; Iris (The Sopranos\\' Drea de Matteo), a nympho with a thing for criminal types, and Jasper (Brian Dennehy), a crusty old timer one scotch away from retirement. As in Carpenter\\'s Assault..., a bus with four heavy-duty criminals is rerouted to the Precinct. All boozy eyes are on gangster kingpin Bishop (Fishburne, still beefed-up from his time in the Matrix) who has narrowly survived an assassination attempt from an undercover cop and plans to blow the lid on the endemic corruption in the organized crime unit led by Marcus Duvall (a tired-looking Gabriel Byrne). Soon the phones are out, the power lines are down, and both crims and police find themselves heavily armed with a serious police arsenal and consumed with paranoia while waging war against a task force of Duvall\\'s corrupt cops sporting white balaclavas, bullet vests, infra-red bazookas and more high-tech gear than the Skywalker Ranch. This, we\\'re expected to believe as the helicopters buzz around the top of the police station shooting rockets into windows, is a clandestine operation to cover Duvall\\'s tracks. He may as well have taken out billboards on Hollywood Boulevard.<br /><br />As with the recent Seventies genre reworking Dawn Of The Dead, Assault 2005 takes the barest plot essentials of John Carpenter\\'s original and, to quote the Seventies, \"does it\\'s own thing, man\". The main question is - why bother? John Carpenter\\'s 1976 is a cult favorite among genre buffs, but is hardly branded in the public\\'s collective consciousness. Carpenter himself was busy reworking Howard Hawks\\' classic western Rio Bravo into a tight, claustrophobic urban thriller for only $20,000. French wunderkind director and rap producer Jean-Francois Richet, a self-professed fan of John Carpenter\\'s work, seems less concerned with making an homage to either Hawks or JC - although the script is peppered with references to cowboys and injuns - and seems intent on squeezing in as much flash and firepower as the multi-million dollar budget can withstand. The result: some tense moments with hand-held POV cameras, an unexpectedly high (and bloody) body count, a few neat plot twists, but essentially a B-grade urban actioner with a much inflated price tag. As for name-checking Carpenter, it\\'s pure conceit on the part of the filmmakers that doesn\\'t pay off.<br /><br />To Monsieur Richet, I say bon voyage, and I wish you luck on your music career.',\n",
+ " 'It was only the second year of the Academy but already they were voting politically - Jeanne Eagels\\' brilliant performance in this creaky early talkie had to make do with an Oscar nom and the statuette went to the worst performance ever to win - Mary Pickford\\'s in COQUETTE. The only existing print was a work print without music or final editing, but wherever it\\'s shown, Eagels stuns and captivates with her beguiling, powerful performance. She is so convincing on the witness stand that while we know she is lying through her teeth (we did after all SEE her kill the man), we in the audience find ourselves, like the jurors, believing in her innocence, before we suddenly catch ourselves. THAT is GREAT ACTING. The film needs to be made available on video so that the world can enjoy this terrific performance again. (One silent of Jeanne\\'s exists in archive print - MAN, WOMAN AND SIN - and her only other talkie, JEALOUSY, is \"lost,\" so this is the only document we have of her. Run to see it (when it first came out of the archives to be shown in NYC in the early 70s, the Village Voice printed a full page review, worshipping the Eagels performance).',\n",
+ " 'Frank Sinatra was far from the ideal actor for westerns. He was a great actor, From Here to Eternity and The Man with The Golden arm are a proof of that, but he did not have the physique of a western hero, you identified him as an urban guy. But he tried to do his job well in Johnny Concho, the fact that the film was a failure at the box office was not his fault. I blame it on two factors: a) the story was too unusual, specially in the fact that Sinatra behaves more like a villain than as a hero throughout the movie. In a genre where people kind of expected a certain pattern, to break away from it the film has to be very good. b) the story is not convincing, it is hard to believe that a whole town will allow Sinatra to do anything he wants just because they are afraid of his brother. Also when a man shows him a special holster that will open sideways so he has not to draw the gun you wonder that if that will make him invincible, why all the gunfighters have not adopted it? I think that this film should not have been withdrawn, because any film with Sinatra is worth seeing, and in spite of its shortcomings it is still enjoyable',\n",
+ " \"Definitely not a good film but nowhere as bad as some would paint it to be. Nightmare in Wax tells the story of a man, having had his face disfigured in a typical flashback scene, wreak his vengeance on those directly responsible and those indirectly for the losses in his life - most notably the love and companionship of a beautiful young actress. Cameron Mitchell plays the artist with his typical flair, albeit limited flair. Actually, I thought he gave one of his better performances. What exactly does that mean? Mitchell wears an eye patch, endlessly smokes cigarettes, wears a motley tunic, and talks to his creations in wax. They are not your ordinary wax dummies, but rather people still alive controlled by some serum that makes them lose control of all neurological function. They become zombies in effect. I thought the premise here was inventive if nothing else. It has some ludicrous explanation, but does serve the plot. This is a film of the 60s to be sure with some psychedelic camera-work by Bud Townsend and company. The acting is mediocre but Mitchell, Scott Brady, and Barry Kroeger give interesting turns. The wax figures of Hollywood's bygone era are done very effectively and most of the location shooting was very credible. The end of the film dissipates into something not quite real - either another example of 60s cultural cinema or the end of the scriptwriter's creativity. I'm banking on the latter. Despite its many flaws, I enjoyed the film. The opening scene showing an actor being needled was effectively done as was a police chase on the waterfront.\",\n",
+ " \"If you like soap-series, you might like this film. I recommend this film to fans of Dutch soap-series like GTST, Westenwind or even American stuff like The Bold & The Beautiful. If you don't like that stuff: stay away from this movie. It has the same kind of visual style, the same quality of acting, direction and writing.The film was a big hit at home territory, but wasn't sold anywhere else outside Holland and Belgium. Pretty strange for a commercial film like this.<br /><br />Maybe it says something....\",\n",
+ " \"or anyone who was praying for the sight of Al Cliver wrestling a naked, 7ft tall black guy into a full nelson, your film has arrived! Film starlet Laura Crawford (Ursula Buchfellner) is kidnapped by a group who demand the ransom of $6 million to be delivered to their island hideaway. What they don't count on is rugged Vietnam vet Peter Weston (Cliver) being hired by a film producer to save the girl. And what they really didn't count on was a local tribe that likes to offer up young women to their monster cannibal god with bloodshot bug eyes.<br /><br />Pretty much the same filming set up as CANNIBALS, this one fares a bit better when it comes to entertainment value, thanks mostly a hilarious dub track and the impossibly goofy monster with the bulging eyes (Franco confirms they were split ping pong balls on the disc's interview). Franco gets a strong EuroCult supporting cast including Gisela Hahn (CONTAMINATION) and Werner Pochath (whose death is one of the most head-scratching things I ever seen as a guy who is totally not him is shown - in close up - trying to be him). The film features tons of nudity and the gore (Tempra paint variety) is there. The highlight for me was the world's slowly fistfight between Cliver and Antonio de Cabo in the splashing waves. Sadly, ol' Jess pads this one out to an astonishing (and, at times, agonizing) 1 hour and 40 minutes when it should have run 80 minutes tops. <br /><br />For the most part, the Severin DVD looks pretty nice but there are some odd ghosting images going on during some of the darker scenes. Also, one long section of dialog is in Spanish with no subs (they are an option, but only when you listen to the French track). Franco gives a nice 16- minute interview about the film and has much more pleasant things to say about Buchfellner than his CANNIBALS star Sabrina Siani.\",\n",
+ " \"I can't believe I bought this movie on DVD. I don't even remember it being shown on TV last year. Why in the world couldn't they have just done a real sequel to one of the best Christmas movies ever made? Damn and Randy Quaid looks like he's been on the same drugs as Jerry Lewis. I didn't know about this movie until I bought it tonight and thought I would check it out on IMDb and see how it was rated. Boy did I make a mistake. If your reading this review be warned stay away from it and just stick to the first Christmas Vacation. Well at least I didn't pay more then 10 bucks for it. Maybe I can trade it in and get half of that back at Tower Records. Then again maybe not. PS I still haven't watched it yet, my DVD player went on the fritz tonight watching another wonderful movie, The Chronicles of Riddick (Unrated Director's Cut) woo freaking hoo.\",\n",
+ " \"When i finally had the opportunity to watch Zombie 3(Zombie Flesheaters 2 in Europe)on an import Region 2 Japanese dvd,i was blown away by just how entertaining this zombie epic is.The transfer is just about immaculate,as good as it's ever going to look unless Anchor Bay gets a hold of it.The gore truly stands out like it should and you can really appreciate the excellent makeup and gore fx.The sound is also terrific.It's only 2 channel dolby but if you have a receiver with Dolby Prologic 2,you can really appreciate the cheesy music(actually a very good score),and the effective although cheap sound effects.It never sounded so good,and the excellent transfer adds to the overall enjoyment.<br /><br />I never realized just how much blood flows in this film,it's extremely brutal with exploding head shots,exploding puss filled mega pimples,a cleaver to a zombies throat,a woman's burned off extremities(how come it did'nt burn the guy also),intestinal munching,zombie babies and so much more i lost track.<br /><br />This is no doubt for hardcore Zombie action fans,especially of the Italian kind.There is some excellent set pieces and cinematography to be found,i think people don't give it enough credit,if you see a clean print,and not some horrendous pirate copy,it's a whole other experience entirely.<br /><br />This film never lets up for a second,and i realize it's inconsistent plotwise,the dubbing is horrible,the acting is stiff,and it's sense of irreverence is celebrated in grand fashion,but that's part of it's charm.<br /><br />To me this is one of the best horror films ever made,you can't make a film this bad,so good,on purpose.It's accidental genius of the highest order.If they played it for laughs it would have been a disaster,but they played it straight as an arrow and the result is a terrific cult classic that thumbs it's nose at any and all traditional moviemaking standards.<br /><br />Tons of action sequences,exotic locales,excellent set design,good,sometimes great cinematography,wonderfully cheesy acting,and inconsistent but still interesting plot,great makeup effects,beautiful women who can kick butt,excellent music,and sometimes hilarious,sometimes creepy,but always entertaining zombies.How can you go wrong with this film,it has it all,a cult classic that stands the test of time.\",\n",
+ " 'Although I had previously watched this one some time ago on Italian TV, I found it to be a surprisingly tolerable potboiler this time round, buoyed by an international cast of familiar faces (including a bemused Joseph Cotten as the Baron) and, contrary to many another film of the Euro-Cult sub-genre, an incident-packed plot in place of lethargic pacing.<br /><br />The creature itself looks a bit dodgy and Cotten is a bit too old to be taken seriously as an eager scientist still dabbling in creating life-forms out of corpses (one would have thought that he would have made himself an army of them by now and not struggling at perfecting his technique still) but Ms. Neri does look good in and out of costume and reliable Herbert Fux probably comes off best as a lecherous grave-robber/blackmailer.',\n",
+ " \"I had high hopes for this movie, because I enjoyed the book so much. However, I don't think I would have understood the premise of the movie if I hadn't already read the book. The movie is a noble attempt to show the despair of people trying to break the bonds of overpowering government rule, but the book portrays the suffering much more thoroughly. The corrupt government officials have comfortable, almost luxurious lives, while the common people struggle to obtain the bare necessities for survival. Perhaps most people feel this way toward their leaders and rulers regardless of whether or not they are actually oppressed or repressed. Orwell's dystopia seems as if it could exist in many places in our modern world. It has been several years since I've read the book, but one hears references to Big Brother, the Thought Police, and Newspeak frequently in the media and casual conversation. Probably many people using these terms don't realize where the terms came from. I strongly recommend that you read the book.\",\n",
+ " 'I appeared as an extra and was on location as a journalist covering \"The Dain Curse\". My involvement was during the segments of this film shot in Jim Thorpe, Pa. (Jim Thorpe was also one of the locations of the 1969 film \"The Molly Maguires\"). I reported the \\'action\\' in the Emmaus Free Press newspaper where I was editor 1978-80 (the paper ceased publication int he 1990s). I recall the excellent attention to detail of the period costumes, automobiles, etc. The modern asphalted streets of Jim Thorpe were covered with gravel to mimic a 1920s rural town of the south. At the time, I interviewed the producer and spoke briefly with the director during a set change break; I did not get to interview James Coburn which was always a great disappointment to me. As an aside, I appear briefly in one of the street scenes wearing a snap- brim hat and a tweed jacket. The producer asked me to \"jump in\" and it was a real thrill. I still have a collection of black and white stills I took of the production work for the newspaper. Someday, they may be of interest to film/television historians.--Lou Varricchio',\n",
+ " 'What could possibly go wrong with a movie that includes a bunch of Italians pretending to be Flordians, and some vague-lava-octopus-crustacean-thingy as the hell-induced hellspawn-devil-fish?!?!<br /><br />Everything is what goes wrong I tell you!<br /><br />This is a very good MST3K episode because the heckling in right on the ball, which without fault, is easy to do considering this movie is a piece of junk with a lousy and boring plot.<br /><br />9/10 for MSTied version. 1/10 for un-MSTied version.<br /><br />',\n",
+ " 'In its way, Mister Foe (originally, and more appropriately, titled Hallam Foe \\x96 I can\\'t see addressing its title character as \"mister\"), is a tribute to good acting. Both Jamie Bell, as Hallam, a physically attractive voyeur/creep, and Sophia Myles, as Kate, his kinky partner in sex and fantasy romance, are convincing. The problem comes when you try to connect their roles to anything that happens in real life. A young man who spies on the intimate details of people\\'s lives the way Hallam does would be deservedly beaten to a pulp. And a woman in Kate\\'s situation would be repulsed and frightened - she would probably call the police.<br /><br />These things are not, however, what happens in the movie. Poor Hallam\\'s mother has died and his father married a woman with whom he\\'s been having an affair. Hallam, of course, hates his stepmother and lets he know it. She has sex with him. Kate\\'s some kind of an employment person who places Hallam in a dish washing job and plays sexual games. She looks like his birth mother. It all ends happily with Hallam \"resolving\" his \"issues\".<br /><br />Forty some years ago, the play and brilliantly acted movie, Who\\'s Afraid of Virginia Woolf, had a similarly optimistic ending, with characters becoming wiser and better after tearing each other apart. The trouble is, it doesn\\'t always work that way, especially when nobody really cares. In Virginia Woolf, the ending\\'s plausible because of the intensity of the emotional revelation. In Mister Foe, the emotional revelation never really happens.',\n",
+ " \"This is a slick little movie well worth your time to find and see.<br /><br />It really speaks to all those mundane choices we all make every day and (like an H.G. Welles Story I can't quite recall) may live to want back.<br /><br />Keep in mind that this is a SHORT (very short). It starts out slowly but just as you begin to think it has become boring =bang= it's over. And, believe me, the 'punch line' is one you will remember.<br /><br />I'm not sure if the producers are going to make it available for purchase - or available on the web but either way you'd be happy you took the time to get hold of a copy - of that I am sure.\",\n",
+ " 'This film captures the short moments between a mother and son in rural Russia, as she lays dying.<br /><br />I am so torn between being nice to the film or declaring it a test of patience. On one hand, the film is beautiful, with the sparse dialog capturing the essence of their feelings. There is really nothing to say, because everything that needs to be said is conveyed beyond words. The son shows so much care, love and patience towards his mother, that I think it is a celebration of unconditional love towards one\\'s family. It also cruelly reminds me that I could be in a situation like this, stuck in a joyless place, having to take care of a very ill person. \"Mat I Syn\" is cruel reality.<br /><br />On the other hand, \"Mat I Syn\" moves really too slowly. Do I really need to watch a train passing by the horizon for over 1 minute? With my previous experience of \"Telets\" and \"Aleksandra\", I am so tempted to put \"Mat I Syn\" among them as a total bore.<br /><br />I guess one has to be in the right state of mind to appreciate this film. I surely see the beauty of it, but maybe I am not in the right state of mind.',\n",
+ " 'For those of you who\\'ve never heard of it (or seen it on A&E), Cracker is a brilliant British TV show about an overweight, chain-smoking, foulmouthed psychologist named Fitz who helps the Manchester police department get into the heads of violent criminals. It\\'s considered to be one of the finest shows ever to come out of England (and that\\'s saying something), and was tremendously successful in England and around the world back in 1993.<br /><br />Now, the original stars have re-teamed with the original writer to knock out one more 2-hour episode. I\\'ve loved this show ever since I\\'d first seen it, over a decade ago. The DVD box set holds a place of honor in my collection, and I can quote a good deal of Fitz\\'s interrogation scenes practically word for word. The idea of Robbie Coltrane reteaming with Jimmy McGovern for another TV movie about Fitz filled me with absolute glee.<br /><br />I\\'ll start with the good. One of the many things that impressed me about the original Cracker series was how quickly Fitz was defined as a character. Five minutes into the first episode \\x96 with his lecture (throwing the books into the air), his drinking, and his cussing of the guy after him on the gambling machine queue \\x96 and you knew, simply knew, who this character was. You could feel him \"clicking\" in your mind, the kind of click that only happens when a great actor gets a great role written by a great writer.<br /><br />Coltrane, of course, remained great throughout the show, but I always felt that some of the later episodes \\x96 those not written by McGovern \\x96 mistreated the character.<br /><br />So the good news is this: Fitz is back. As soon as you see him in this show \\x96 making incredibly inappropriate comments at his daughter\\'s wedding \\x96 you\\'ll feel that \"click\" once again. It\\'s him: petulant one moment and truly sorry the next, always insightful, sincere to the point of tactlessness but brilliantly funny in the process. If you love this character as much as I do, you\\'ll be delighted with how he is portrayed in the movie. And this extends to Judith and Mark: in fact, everything having to do with the Fitzs is handled perfectly.<br /><br />The problem I do have with this movie revolves around the crime Fitz is trying to solve. In standard Cracker fashion, we know exactly who the criminal is in the first five minutes \\x96 the suspense lies in seeing Fitz figure it out. In this case, we have a serial killer who is out for American blood. And the reason for this, unfortunately, is not due to any believable psychological trauma \\x96 rather, it seems that the murders are here simply to allow the writer to display his personal political beliefs.<br /><br />It\\'s difficult for me to write this, as I truly believe that Jimmy McGovern is one of the greatest writers in the world. Nor do I have a problem with movies that are about current issues, or movies that take a political stand. But in the Cracker universe, we expect to see the characters behaving like human beings, not like caricatures. Instead, the Americans in this movie are all depicted in an entirely stereotypical fashion. They\\'re know-nothing loudmouths who complain about everything, treat the locals like crap and cheat on their wives \\x96 one of them even manages to do all of the above within less than 5 minutes. I honestly thought I\\'d mistakenly switched channels or something.<br /><br />But it doesn\\'t stop there. We get constant reminders of just how badly the war in Iraq is going \\x96 reminders that have nothing whatsoever to do with the story and appear practically out of nowhere. The killer is so busy ranting about how Bush is worse than Hitler that he almost forgets to get on with the killing; but more to the point, he is such a mouthpiece for the writer\\'s political views that he forgets to act like a believable human being, and thus we \\x96 as an audience \\x96 don\\'t buy his sudden transformation from a happy family man to a tortured serial-killing soul.<br /><br />I can\\'t say that this ruined the show for me \\x96 it\\'s was still good TV, better than almost everything else in the genre (mainly due to, once again, Coltrane). But its constant politicizing made it impossible for it to be as good as the real Cracker classics like \"To Be A Somebody\" \\x96 an episode that was just as \"issuey\", but one that was handled with far more subtlety and psychological depth.<br /><br />Two other small points: Panhandle not being around is a disappointment, but what\\'s worse are her replacements. The entire police department \\x96 which for so long filled with such great characters - is now full of vanilla. Completely interchangeable cops who lack any and all personality (how you could drain Coupling\\'s Richard Coyle of personality is beyond me, but it is indeed missing here).<br /><br />Also, there are couple of moments where the show lost its believability for me. One such instance revolves around Fitz having to narrow down the entire population of Manchester from 1 million to a hundred based on some very strange criteria (French windows? How does the computer know if I have French windows?) \\x96 he not only succeeds in doing this, but he succeeds in less than an hour. I don\\'t think so.<br /><br />So, all in all, I was a little disappointed. It\\'s recommended viewing, but remember to leave at least some of your expectations at the door. Still, if there\\'s new series to come after this, it would all have been for the good: I\\'m convinced that McGovern can still write great stuff, and maybe now that he\\'s got his politics out of his system he can go back to writing about people.',\n",
+ " \"I didn't like watching DS9 compared to other Star Treks even Enterprise, but I didn't like Babylon 5, and now I know why. They are the same show. I just read the old news that Paramount stole the idea from the creator of Babylon 5, but they chose not to sue for a reason I don't know or care, but seeing as a Star Trek series is based off another even nerdier show is just to much to bare, now I will condemn anyone who even mentions the DS9 when talking about the series. Original, TNG, and Voyager are my favorites in that order. Before I didn't understand why everyone thinks DS9 is great and I didn't, but know I know. It's also because the captain has a real anger problem, and I hate people that act cool, but freak out, out of no where; and he seems to on every episode.\",\n",
+ " 'N.B.: Spoilers within. Assigning an artistic director to an operatic production naturally and inevitably means you are going to get a piece of that director\\'s mind. But directing a Wagner opera is an especially tricky task, as he was perhaps the most explicit opera composer in terms of what things should look like and how they should unfold. Hans-Jurgen Syberberg loads this filming of \"Parsifal,\" Wagner\\'s final masterpiece, with enough extraneous ideas to cause it to nearly burst at the seams. You get more than a piece of the director: you get the whole fatted hog and then some. Syberberg is to be admired for his penchant for tearing back the covers on the uglier aspects of German history. But does it work to meld that desire to a Wagner opera already brimming with its own concepts? <br /><br />The scenes with the knights of the Holy Grail in Acts I and III are especially laden with visual allegory and symbolism. These are drawn come from Wagner\\'s own time, from long before, and go well beyond. If you know what these things mean, they can enrich Syberberg\\'s vision for you (but not necessarily enhance Wagner\\'s vision); if you don\\'t know what they mean, they\\'re simply confusing, if not annoying. I won\\'t bother uncoiling the plot of the opera here. Suffice it to say it is a typical Wagnerian synthesis of diverse elements, in this case a blending of the Holy Grail legend with the principles, practices, and pageantry of Christianity. The theme of redemption plays the main role here, as in nearly every Wagner opera.<br /><br />I personally had to sweat to get through Syberberg\\'s first act (amidst my jarring acclimation, the music saved the day). But Act II picks up the pace. Here we meet Klingsor, the evil sorcerer, out to entrap the wandering \"innocent fool\" Parsifal. The greatest seductress of them all, Kundry, will be used to entice him to the dark side. After an initial dalliance with more symbols, these get stripped away, and the long, gorgeous, transformational duet between young fool and temptress really takes off. Finally the film starts working a genuine magic, and it is chiefly due to Syberberg\\'s choosing to set things naturally and simply. Suddenly the acting starts to work (the expressive actress Edith Clever and the luscious soprano of Yvonne Minton team to create a wondrous Kundry); suddenly the music seems to come to life and make vivid the inner turmoil of the two characters. The camera work stays simple and quietly fluid. In other words, Wagner is allowed to tell his story more on his own terms. And it works beautifully. For me it was the most engrossing part of the film.<br /><br />With the re-entrance of the knights in part 2 of Act III, the weird extraneous symbolisms unfortunately creep back in. Some other loony Syberberg ideas: using a huge Wagner death-mask as a major set-piece (causing the composer\\'s protuberant proboscis to loom comically large); dressing the Act III knights in all manner of costumes, wigs, and makeup (what is the director saying? That the knights are a bunch of buffoons? That they express multiple or timeless layers of significance beyond their surface functions? It\\'s anybody\\'s guess); the insertion \\x96 just after the incredibly touching baptism of Kundry by Parsifal \\x96 of rear-projection footage of the conductor rehearsing, in modern-day realism, his orchestra in the studio (this completely snapped my dramatic thread, requiring a few minutes to regroup); the complete avoidance of having any time pass between Acts II and III (when we meet the knight and \"narrator\" Gurnemanz again, he should be an old, old man, and Parsifal should re-emerge as a world-weary but wiser middle-aged man); but certainly the most bizarre stroke is to split the Parsifal character into male/female components. Some find this the most brilliant stroke. No doubt I can credit Karin Krick, who plays \"Parsifal 2,\" with acting of strength and dignity (she also happens to be the best lip-syncher of the whole cast). But please...Wagner\\'s conception of Parsifal is already so complex. His growth from a completely innocent boy who knows nothing of his past, to his breakthrough realization in Act II of what Amfortas\\'s eternal wound means and how it has become his own, to his return as the great Redeemer of Act III \\x96 this is the journey of a masterfully constructed character. The bi-sexual emphasis is just gimmicky and absurd. (And what\\'s with this nonsense about a homoerotic Gurnemanz and Parsifal?? Can\\'t we just accept a mentor/apprentice relationship, which is marvelously reversed in Act III?) <br /><br />The Monte Carlo Philharmonic under Armin Jordan plays with passion and beauty (though the chorus is disappointing). But after watching this film I only wanted to whip out my Solti-led recording (HIGHLY recommended) and get my Wagnerian bearings straight again. The film experience for me ranged from bizarre to entertaining to infuriating. To Syberberg\\'s credit, he\\'s created a visually arresting work, and he certainly offers a unique take on an important opera. But instead of sticking to \"Parsifal,\" he seems to have wanted to bring in all things Wagnerian: the man, the life, the enormous influence...all of it in crude symbolic code. \"Parsifal\" the opera is already full of weighty symbolism: the Grail, the Spear, the Holy Sacraments, baptism, Amfortas\\'s ever-bleeding wound, Klingsor\\'s self-castration, the Kiss, Kundry\\'s Curse, and on and on. This is not to mention the *musical* symbolism sounding constantly in the score, in the form of Wagner\\'s leitmotif system. \"Parsifal\" itself is one huge symbol! Getting back to my first-paragraph question, Syberberg\\'s whole hog is all way too much for me. But if this project sounds like something to tickle your fancy, then go for it. I won\\'t recommend just staying away from this; you may find yourself heartily satisfied. Or if you need something to crack your Wagner barrier, try it...but please, please, don\\'t stop here. \"Parsifal\" is in a late, very ripe league of its own.',\n",
+ " 'The story goes something like this: A small-town girl, Katie (Jessica Simpson), decides to visit her boyfriend in the big city. When she arrives she discovers he isn\\'t quite as faithful as he should be. Katie then ends up venturing into the adventure that is New York. Filling in as bike messenger comedic and charming mishaps ensues. She falls into a hole in the ground and thus meets charismatic good-guy Ben (Luke Wilson). It\\'s not love at first sight, at least for her, but destiny and Ben, won\\'t give up quite that easy. Being \"just\" a small-town girl AND blonde a couple of evil executives at a building firm decides she\\'s the perfect scapegoat for their cunning plan. Misunderstandings with hilarious and sad consequences follow. However, this is one blonde who won\\'t take it lying down!<br /><br />People being judgmental of this film will soon enough be proved wrong. The jokes are confident and fitting, and the story well developed. The relationship between Katie and Ben feels so natural that it puts anything Godard has created to shame. The multi-talented Jessica Simpson once again surprises with a strong role only she could pull off. Simpson really is the Marilyn Monroe of our day (there\\'s even one scene honoring her!). She balances perfectly between vulnerable and whimsy. Katie really does show us that you can\\'t judge a book by its cover! Luke Wilson is as charming as ever. Even if he was covered in manure that man would be as appealing as anyone. His light touch, puppy dog eyes and laid back manner makes it difficult to resist. Andy Dick plays the role he was born to play, one of the two diabolical executives. He really cannot be underestimated. The strength of the performance lies in his restraint. It\\'s remarkable, because most actors would just run away with it and play it for cheap laughs. Not this guy! <br /><br />In conclusion, director Scott Marshall has crafted an intelligent and frequently hilarious comedy that is destined to become a classic alongside masterpieces of cinema like Epic Movie and Norbit. Kudos to everyone involved in this, especially Jessica Simpson. Her sincere smile and whole-hearted laughter would make even the toughest man break out in a big grin. You may be tough, but you\\'re not THAT tough! Warmly recommended to everyone who wants to be swept off their feet and see a romantic comedy that for once, feels honest. Thank you for this film! Oh, and the soundtrack rocks! <br /><br />Now if you still haven\\'t gotten it. I\\'m being sarcastic. 1/10',\n",
+ " \"I honestly thought this movie was going to be cheesy, even though I've liked Alvin and the Chipmunks for a LONG TIME! I was was very wrong. IT WAS GREAT!!! It has been the best movie I have seen since October! In my opinion, it's the movie everyone should see this holiday season! Enchanted (I thought anyway...)was awful, The Golden Compass was alright, but the ending was pretty crappy to His Dark Materials fans, and I Am Legend, well I haven't seen that yet (or National Treasures 2) but it looks alright.<br /><br />I'm not about to give anything away, but this movie is great for anyone, especially kids!\",\n",
+ " 'When I saw this movie three years ago, I thought it exemplified a lot of the traits found in Singapore art-house movies: slow-moving, with a minimal of plot and dialogue, depending on film composition to make it work.<br /><br />During then, amongst local cineastes, the inability to appreciate \"Be With Me\" is tantamount to panning \"Citizen Kane\" or any of Ozu\\'s late films. I\\'ve no idea how \"Be With Me\" reached such hallowed heights in Singapore\\'s cinematic consciousness, but I always felt that Khoo\\'s \"12 Storeys\" is a better film, even though the latter film does not boast as good a cinematographer as Adrian Tan, Khoo\\'s DP for \"Be With Me\". \"12 Storeys\" has a story that better relates to most Singaporeans and has bite too, something that \"Be With Me\"\\'s threadbare wistfulness doesn\\'t have.<br /><br />\"Be With Me\" is basically a barely interlinked trio of narratives strung together into a film by Khoo and his screenwriter Wong Kim Hoh. It deals with a security guard who falls in love with a girl whom he only sees in the distance; two girls in a horoerotic relationship; and the story of deaf-and-blind Teresa Chan.<br /><br />\"Be With Me\" is very well filmed by Tan, using a Varicam camera. The film compositions are masterful. The film, almost entirely silent, has next to no dialogue. Characters move around, not in a realistic manner, but almost as if they are models under the instruction of a director, almost always looking into the screen and emoting: either loneliness or sadness. Unfortunately the characters don\\'t act against each other. This kind of film has been seen before many times: in Tsai Ming-liang\\'s films, in Khoo\\'s protégé Royston Tan\\'s \"4:30\" and elsewhere. Sadly, its ultra-slowness (essentially plot less) and use of a lento piano soundtrack simply doesn\\'t appeal to me.<br /><br />To criticize \"Be With Me\" seems almost to negate the inspirational story behind it, that of Teresa Chan, who is blind and deaf and yet lives a fulfilling life despite all this, yet I\\'m afraid this film doesn\\'t do anything much to me. I\\'m willing to applaud Chan\\'s steadfast and courageous march in life and Tan\\'s striking cinematography, but for a better take on the same subject-matter with more meat (without the two other tedious and distracting subplots), try Werner Herzog\\'s \"Land of Silence and Darkness\" (1971).',\n",
+ " 'I read the comment of Chris_m_grant from United States.<br /><br />He wrote : \" A Fantastic documentary of 1924. This early 20th century geography of today\\'s Iraq was powerful.\"<br /><br />I would like to thank Chris and people who are interested in Bakhtiari Nomads of Iran, the Zagros mountains and landscapes and have watched the movie Grass, A Nation\\'s battle for life. These traditions you saw in the movie have endured for centuries and will go on as long as life endures. I am from this region of Iran myself. I am a Bakhtiari. <br /><br />Chris, I am sorry to bother you but Bakhtiari region of Zardkuh is in Iran not in Irak as you mentioned in your comment. Iran and Irak are two different and distinct countries. Taking an Iranian for an Irankian is almost like taking an American for an Mexican. Thanks,<br /><br />Ziba',\n",
+ " 'This was Hitchcock\\'s third Hollywood feature, and it appears he was yet to settle into a pattern of consistency, turning from faithful adaptation of classic novel in Rebecca, to espionage thriller in Foreign Correspondent, and now this romantic comedy in the mould of the \"screwball\" pictures of the 1930s.<br /><br />Hitchcock\\'s formal method, on the other hand, had by now settled into something consistent, so much so that he was unable (or at least unwilling) to deviate from it. It was unwise then for him to step outside his usual genre, and a romantic comedy was particularly inappropriate. In Rebecca it was actually great to see Hitchcock constrained by his producer and the source text, forced to turn his technique to heavy Gothic drama, but for Mr and Mrs Smith there is a huge mismatch between form and content. In other words, Hitchcock was no Ernst Lubitsch.<br /><br />First, let\\'s look at the romantic angle. The best love scenes in Hitchcock films were wild, passionate and slightly dangerous \\x96 the \"ever fallen in love with someone you shouldn\\'t have?\" situation, and he was great at depicting that. This is something that makes a much earlier film, Rich and Strange, one of the few Hitchcock non-thrillers that really works. Hitch is not so good however when it comes to a more gentle and familiar love story. A light, tender touch is required and Hitch doesn\\'t have it.<br /><br />Secondly, take the comedy. Of course, Hitchcock films could be funny \\x96 The Lady Vanishes is probably the best example \\x96 but only when the jokes were sprinkled throughout the story. The master of suspense simply isn\\'t enough of a comedy director to create a film that has funny bones. He cuts up scenes as he would in a thriller \\x96 snappy opposing angles of people talking, inserted close-ups of hands and feet, point-of-view shots \\x96 but doesn\\'t allow for comic timing or focus on gags. For example, the business with Carole Lombard\\'s dress bursting at the seems is shown to us with a couple of close-ups, but these are timed more as if he were revealing some crucial plot point, and have no comedic impact. Occasionally Hitchcock\\'s style does roughly coincide with the comedy \\x96 for example the arrangement of characters in the scene at the club, where Robert Montgomery tries to make it look as if he is with the attractive, sophisticated woman at the next table \\x96 but such moments are few and far between.<br /><br />Even the cast of Mr and Mrs Smith are not up to standard. I\\'m not sure this was Robert Montgomery\\'s strength lay, and he is boring here. This was of course exactly where \"Queen of Screwball\" Carole Lombard\\'s strength lay, and yet while she is clearly acting well the scenes are simply not geared to capturing comedy performances. Even Jack Carson, who could be hilarious when he was really allowed to let go before the camera, fails to perk things up at all. Of course, neither of these fine comedy actors is helped by the screenplay, which isn\\'t exactly bursting with laughs in the first place, even if the basic story is a fairly good premise.<br /><br />The only full-on comedy Hitchcock made after this was the Trouble with Harry, and that sort of worked because it played upon his familiar suspensefulness. However it was only when the story could exist independently of the humour, when the basic framework was suspense \\x96 as it is in The Lady Vanishes or Family Plot \\x96 that Hitchcock was capable of doing comedy well.',\n",
+ " \"A well put together entry in the serial killer genre that unfortunately gets mired down in its own pretentiousness to be really satisfying. Willem Dafoe is superb as a NYC detective trying to track down what appears to be a copycat using the same Renaissance art-related killing techniques used in a series of murders he solved years earlier. Scott Speedman is Dafoe's junior partner and they have pretty good chemistry (at least for a while). Other characters pop up to conveniently tie the two cases together. Clea Duval is the friend of an earlier victim and Peter Stormare is some sort of art broker/mentor to Dafoe...that's a bit hard to take, although Stormare is, of course, never dull. The film's ending is particularly disappointing. Look fast for Deborah Harry as Dafoe's less than forthcoming neighbor.\",\n",
+ " 'Another variation and improvisation on the famous and beloved children tale, La Bete (1975) aka The Beast tries to imagine (in very graphic and what may seem offensive and disturbing but in reality rather silly and comical way), what actually happened between Beauty and the Beast? I am amused by many reviews and comments that seem to look too deeply into this movie. I would not go so far as saying that it is a serious and dark exploration of such subjects as sexual frustration, longing, fulfillment, or satirical criticizing of the catholic Religion. I would not even call it a horror-erotic movie. It\\'s more of the parody on all genres it touches or mentions even though it\\'s got some shocking moments in all departments that sure will stay in your memory.<br /><br />The long (way too long) scene between an Aristocratic young woman and the supposedly horrifying but the most laughable I\\'ve ever seen in the movies creature with truly impressive...well anatomy, is set to the clavichord music of Scarlatti and is hysterical. My husband and I both laughed out loud at the exaggerated details of the encounter. The moral of the scene is - beauty can and will defeat the monster. The question is - who is the target audience for the film? For an erotic picture, it is too verbose; for an art movie - it\\'s got too many jaw-dropping scenes of sheer madness and I\\'d say an abrupt ending. IMO, the film creator did not mean for it to be a serious drama. As a parody of art house/horror/erotica, it is funny and certainly original. Have a good laugh and try not to look for some deep meaning. This story of the curious Beauties and the lustful Beasts certainly is not recommended for co-viewing with the children. The opening scene that may shock an unprepared viewer much more than the infamous scene of bestiality can be successfully used On Discovery channel for the program like \"In the world of animals - mating habits and rituals of horses\".',\n",
+ " \"I realize why people hate this film. And, I hated Blair Witch Project,so go figure? This is about as staged as it gets & yes they do insult your intelligence by trying to make it seem real.I really liked the madame lalaurie storyline though it's more than likely made up. But, the main reason I like this film, is fake or not when the ghosts start attacking & kidnapping them,I get chill-bumps every time & have to look behind me as it feels like something's there with me.i know it's my imagination, but hey more than half of the drivel that is horror in today's cinemas & DVD's doesn't give me goosebumps,so that makes this a creepy delight.Not for everyone, as skeptics will hate it & not for gorehounds as with a PG-13 rating there is no gore. And, the females are very annoying!You'll wish the ghosts would take them off & experiment on them before it's all said & done. ** out of *****.\",\n",
+ " \"This was the typical women prison movie. I thought the women were very sexy and the outfits were great. All the camera did was focus on the women and the women were always in provocative poses for the camera and they were always scantily dressed(which I loved). This is your basic prison/breakout movie of the 70's. All I can say about this film is that it's extremely cheesy, but the women are gorgeous and their butts are great!\",\n",
+ " \"I laughed at the movie! The script, the acting please don't we deserve better? But now the filming, some of the camera angles were interesting. I did enjoy the film, but it's not to be taken seriously though. I liked it. If it had a new cast and scriptwritter it would be better than all right. It's worth a look!\",\n",
+ " 'Serge Farnel made a very precise critics of this film in the revue \"The Rwandese night\" (www.lanuitrwandaise.net)<br /><br />A critics which shows how France was behind all the situation undergone by the United Nations in Rwanda.<br /><br />The UN soldiers were in a dangerous situation while the french soldiers were warmly welcomed by the genocide forces.<br /><br />The day before, ten UN soldiers had been killed by the genocide forces.<br /><br />That is why the UN soldiers decided to protect their own lives by driving behind the french trucks.<br /><br />By doing so, they gave up the Tutsi which is unforgivable of course.<br /><br />But we must keep in mind that the french soldiers organized this situation.',\n",
+ " 'Not the best of the Lone Star series, but it moves along quickly with good performances. <br /><br />Introduced as \"Singin\\' Sandy\" in the main title, John Wayne as a \\'singing cowboy\\' isn\\'t successful-- you never even see a front close-up of him while he\\'s \\'singing.\\' The actual singer is the director\\'s son, Bill Bradley, who warbles away sounding like many popular singers of the day such as Hutch or Joseph Wagstaff. <br /><br />The film features: Cecilia Parker (also seen in \"The Lost Jungle\" serial, \"Tombstone Canyon,\" and as older sister Marian in the Andy Hardy movies) doing her best Katherine Hepburn-- \"Really they mustn\\'t; really I\\'m not\"; Al St. John, before he literally became \"Fuzzy\" filling all his available screen time with his characteristic business of hat flipping, head and chin scratching, grimacing, and gawky physical gestures and movements; George (pre-Gabby) Hayes as a gentle pipe smoking father; and Forrest Taylor, minor vet of 395 movies and TV shows, playing the oily villain with string bow tie and prop cigar. <br /><br />Fun or odd moments: Yakima Canutt\\'s great \\'under the stagecoach\\' trick; the \\'gay\\' scene when Singin\\' Sandy ties Bert and Elmer together face to face, drags them roped to his horse, and dumps them at Kincaid\\'s office, where Kincaid says, \"You\\'re a fine pair of lovebirds!\"; Denton\\'s rapturous comment after an atrocious song and guitar playing performance by \\'Sandy,\\' -- \"Ummm. I could listen to that all night!\"; Kincaid\\'s reply, We won\\'t go into that,\" after being told by a rancher \"You\\'ve got the soul of a snake!\"; and, of course, he utters the immortal, \"I\\'ve made Denton an offer he can\\'t refuse.\" <br /><br />The plot of the movie is saved by Sandy\\'s tricking Kincaid, and later saying the three magic words in many of these films: \"I\\'m from Washington.\" FDR has saved us from the Depression! (Is that why the villains are always either bankers or in real estate?) <br /><br />The shootout sequence is taken from the earlier Bradbury film \"Man from Hell\\'s Edges\" (1932). All of the Lone Star westerns are special because of their unique mixture of interesting characters, the troupe of actors and stunt people, and the spin on the clichés and repetitive back stories and situations. This one ranks a little low, marred by the inappropriate and mis-used \"Singing Cowboy\" gimmick. I\\'ll give it a 4.',\n",
+ " 'I remember going to see the movie in the summer of \\'78 with my parents, and being pretty into it at the time. Of course, I was seven at the time.<br /><br />Right before the Jackson movies came out, my wife and I rented this movie since she had never seen it and I was feeling nostalgic.<br /><br />Ralph Bakshi ran out of money about mid-way through the animation process for this movie, and was forced to drastically cut corners on this production. Since this movie was done primarily with rotoscoping, the animation technique for people on a budget, this is saying something. Much of this movie is animation only in the very loosest sense of the word. There are some scenes which are very obviously just people standing in front of a screen, with maybe some animation effects superimposed on top of them.<br /><br />Because of budget constraints, the movie -- already a compression of \"The Fellowship of the Rings\" and part of \"The Two Towers\" -- was pared down even more. What you get is sort of like a film-strip version of the Cliff Notes of the books.<br /><br />Its not all bad, though, the animation brings a warmth to it, that I found lacking in the Jackson movies. Its nice to imagine what it could have been like with decent funding.<br /><br />This movie is also noteworthy for having the sequel which never came. Several years later, a half-hearted half-hour long TV special was aired, which was meant to wrap things up. All I will say about that is that it was a musical.',\n",
+ " 'This movie is phoniness incarnate, a straight 11 / 10 on the phoniness scale. The fakeness of the accents as well as the tightness of the cardigan spandex pants are just staggering. Yanks, although the real Scotland may be just as colourful, if you ever go there don\\'t expect to be given much of a the chance to \"dance out\" controversies with the locals. Also, don\\'t attempt to sway local opinion through the otherwise fine art of tapdancing.<br /><br />There are a couple of infectious singing-and-dancing scenes, but the plot is far too cheesy and linear, and the dialogue is often too weak. I also doubt whether anyone would want to be stuck in a timewarped 18.th-century Scottish village in the boondocks rather than gay New York City. Maybe it wasn\\'t such a big sacrifice for that priest to have left Brigadoon, maybe he was just trying to get the hell out of that dump.<br /><br />Watch it for the fine alternative-reality view of what a Christopher Streed Day-parade in Scotland would look like on LSD. Other than that I\\'d only recommend it to Hollywood muscial completists.',\n",
+ " 'A broke would be screenwriter and his would be agent (Tom Wood and Arye Gross) are forced to live in a self storage facility run by an eccentric and intimidating manager (Ron Perlman) whom they come to believe is the serial murderer that is terrorizing the city, the \"Costume Killer\" (so named because, after injecting his victims with Windex, he dresses them in silly costumes). They convince him his life story would make a great film and gather together a group of misfit wannabe film makers (John Considine, Joe Pantoliano, Kristy Swanson) and discover that the art of movie making can be murder.<br /><br />There is more to this movie but it was unfortunately left on the editing room floor and it shows (rumor is the studio wanted a \"lighter\" dark comedy). Our loss (and the actors, who all do fine jobs and deserve better) as this has the makings of an exceptional black comedy but only rises to mediocre cute.<br /><br />If you\\'re a Ron Perlman fan this is absolutely worth getting just for his performance. His comedic timing is excellent and he has the chance to do some really great impressions (he wasn\\'t kidding when he said on the Hellboy movie commentary that he needed an intervention when he gets into Jerry Lewis mode). He\\'s just simply fun to watch in this one. <br /><br />David Dukes also shines in a two-scener (but pivotal) role.',\n",
+ " '\"Valentine\" is another horror movie to add to the stalk and slash movie list (think \"Halloween\", \"Friday the 13th\", \"Scream\", and \"I Know What You Did Last Summer\"). It certainly isn\\'t as good as those movies that I have listed about, but it\\'s better than most of the ripoffs that came out after the first \"Friday the 13th\" film. One of those films was the 1981 Canadian made \"My Bloody Valentine\", which I hated alot. \"Valentine\" is a better film than that one, but it\\'s not saying much. The plot: a nerdy young boy is teased and pranked by a couple of his classmates at the beginning of the film. Then the film moves years later when those classmates are all grown up, then they\\'re picked off one-by-one. The killer is presumed to be the young boy now all grown up looking for revenge. But is it him? Or could it be somebody else? \"Valentine\" has an attractive cast which includes Denise Richards, David Boreanaz, Marley Shelton, Jessica Capshaw, and Katherine Heigl. They do what they can with the material they\\'ve got, but a lackluster script doesn\\'t really do them any justice. There are some scary moments throughout, however. <br /><br />** (out of four)',\n",
+ " \"Storyline: The film spanning 4-odd hours covers in adequate details the happenings at the Kargil sector near the LOC in 1999 when the Pakistani infiltrators had crossed the LOC and had entered deep into the Indian territory and the Indian Retaliation. To know more about the story, I would suggest readers to read the news-items pertaining to Kargil.<br /><br />Comment: If one is looking for a formula story in this movie, then one can be sure that it is absent. LOC is a story of Pure sacrifice, patriotism, courage and lots and lots of bullets and Blood. The movie hall where I saw this film was full of whistles and cheers when the Film shows Indian Bravery. Movie audience seemed similar to Audiences like in an India vs Pak cricket match.<br /><br />Watch the movie as a tribute to the Army's sacrifice and for the characterization of the real-life war heroes (4 PVC honoured heroes) who have sacrificed their lives so that we could see this day. The movie has made a brilliant portrayal of the Army who have battled all odds in rough weather conditions. The film's negatives are that it is too stretched and the songs are extremely boring.\",\n",
+ " 'I hadn\\'t seen this in many years. The acting was so good as I began this time, I thought, \"Great! Another movie I misjudged as a foolish young man.\" But then the theme started to be clear and I felt the same way.<br /><br />This was Hollywood, the seat of glamor; so the concept shouldn\\'t be a surprise. But it is so condescending a concept I feel as if I need to take a shower after watching it. In brief, it tells us that even physically ugly people can seem beautiful to each other and even feel attractive.<br /><br />Dorothy McGuire is likable as the homely heroine. She seems to have been filmed wearing minimal make-up. Robert Young is injured in the war and feels scarred. His parents can\\'t bear to look at him either. He seems to have all his faculties and in part, the notions of disability are outmoded.<br /><br />Herbert Marshall is on hand as a blind pianist. His character speaks is hushed tones and is omniscient.<br /><br />The best performance is given by Mildred Natwick as the owner of the title residence. She is bitter and dour but not made of ice. Her story is much more interesting, and believable, than that of McGuire and Young.',\n",
+ " \"Solid comedy entertainment, with musical interludes, it generates a fast pace that carries proceedings along in zestful tempo through a maze of humorous and chiller complications. Boris Karloff, Bela Lugosi and Peter Lorre form a strong setup of sinister villainy. The script contains all the standard mystery film props-sliding panels, secret passageways, thunder and lightning and poisoned blow-darts. Karloff, Lugosi and Lorre go in for heavy leers and obvious melodramatics of the gaslit era. Kay Kyser and his band offered great entertainment for the people living in the 1940's who were trying to forget about the horror's of World War II.\",\n",
+ " \"This film has the language, the style and the attitude down ... plus greats rides from Occy (a world champ) and the great Jerry Lopez. John Philbin as Turtle has the surf pidgin down, and the surfing scenes are still the best ever. A true classic that can be seen many times. Nia Peeples is a babe, and Laird Hamilton shows the early stuff that has made him the world's number one extreme surfer.\",\n",
+ " \"After the debacle of the first Sleepaway Camp, who thought that a franchise could be born. SC II is superior in aspect. More inspired killings and just whole lot more fun. While that might not be saying much (compared to the first movie), Sleepaway Camp II is worth the rental.<br /><br />Pros: Entertaining, doesn't take itself too seriously like SC I. Inspired Killings. Cons: Crappy acting and mullets abound.<br /><br />Bottom Line: 5/10<br /><br />\",\n",
+ " \"Boy this movie had me fooled. I honestly thought it would be a campy horror film with absolutely no humor in it whatsoever, boy I got the cold shoulder that time. This movie was, and I'm truthful, pretty damn good. It was not scary at all but the campiness and the sly humor really mad this movie interesting. Some to the horrible acting and cliché killings were so painful to watch, I almost laughed at how bad it was, but to some extent I enjoyed it. The killings all vaguely relate to snow sports and Christmas, which made things more intriguing. The POV camera angles were awesome.<br /><br />The movie is about a viscous killer who dies in a car accident collision with a chemical truck while being transported to prison. He is later resurrected in that very same chemical with snow spliced into the mixture. These were the ingredients chosen to make the perfect killer snowman. He than takes his revenge, as the snowman, on the police officer who convicted him.<br /><br />This movie had such bad acting, with the exception of Christopher Allport, that is was funny. I will say that I am also pretty disappointed that this movie was not a horror, but in fact a dark sitcom. They had a great story with a good plot but it wasn't executed right. All in all I like the movie at first but now it is really annoying. But this movie is way better and darker than the sequel.\",\n",
+ " 'First, I should mention that I really enjoyed ISHII Katsuhito\\'s previous film \"Samehada Otoko to Momojiri Onna\" (\"Shark Skin Man and Peach Hip Girl\"). Although it owed a debt to Tarentino\\'s \"Pulp Fiction\", Ishii\\'s cast was up to the task of carrying the story, and the entire film crackled with energy. The scenes between ASANO Tadanobu and GASHUIN Tatsuya were particularly engaging. There was action, intrigue, bizarre characterizations, enough sex to keep things interesting, and an utterly unpredictable story line.<br /><br />So it was with a certain amount of anticipation and optimism that I began to watch \"Party 7\". And my enthusiasm was certainly piqued with the opening credits, which left my wife and I actually stunned by how dynamic and exciting they were; the mix of anime and live-action work was brilliant! Then, the actual movie started. Actually, it didn\\'t so much \"start\" as sort of shuffle in the side door and stand there, fumbling through its pockets, looking uncomfortable.<br /><br />The entire film takes place in three rooms. One is a futuristic voyeur\\'s paradise (borrowed a bit from \"Shark Skin Man...\"), another is a travel agent\\'s office, and the third (and far the most used) is a seedy hotel room. In that room, a cast of seven characters meets and...does approximately nothing. Really. I\\'m no stranger to \"talking\" films. One of my all-time favorites is \"My Dinner with Andre\", the talkiest of all talking films. \"My Dinner with Andre\" is far more exciting, and it just has two middle-aged men discussing their lives over dinner. The key is that Andre Gregory and Wallace Shawn tell interesting stories. The cast of \"Party 7\" literally just whine at each other for the entire film. \"No, you don\\'t!\" \"Yes, I do!\" \"No, you really don\\'t!\" \"Yes, I really do!\" \"No, you really, really don\\'t!\" Yes, I really...\" you get the idea, I hope. I wish the directer had.<br /><br />\"Party 7 is an unbelievably unengaging film. There is only the flimsiest of plots (money stolen from the Yakuza, just like in \"Shark Skin Man...\"), accompanied by almost no action. There is no interesting dialog. The characters are largely uninteresting. It was as if Ishii took the throwaway conversational moments from Tarentino\\'s films and built an entire film around them. But Tarentino\\'s conversations always have their own internal logic and wit (\"They call it a \\'Royale, with cheese\\'\"). Not so with the dialog here, which is duller than you can imagine. If it weren\\'t for the brief, hilarious cameo from Gashuin (who is always marvelous) and a low-key performance from the awesome ASANO Tadanobu, I would\\'ve given \"Party 7\" a single star. It really was chore to make it all the way through.',\n",
+ " \"This has to be one of the all time greatest horror movies. Charles Band made the best movie of 96' in this little seen gem. Highly realistic and , incredibly stylised- with a visual flair David Fincher would envy, its not hard to see why Band went on to make such classics as 'Killjoy 2: Deliverance From Evil', 'The Regina Pierce Affair', 'Virgins of Sherwood Forest', and 'Timegate: Tales of the Saddle Tramps'.<br /><br />With a highly sophisticated story- a tiny body with a large head controls a family of weirdos who perform experiments on naked women, this movie may be a bit too much for younger viewers and is only for the most educated type of viewer, but for those who see it, Band is able to convey subtle messages about the human condition through his masterpiece. The head is symbolic of the lost love and longing for one's inner self that we all must face at one point or another, and for this reason i was able to engage with this film on a deeply personal level. Although many earlier critics have compared Band's film to Re-animator and other lesser works, this stands head and heels above the rest. It is gorier, but not pointlessly. The gore in this film is well crafted and used to enhance the storyline, rather than to just get a cheap shriek out of the audience. Also, the special effects in this film are absolutely top notch, easily the best work done in a horror film since... well... ever! The work in this film makes Savini's effects look like the work of a blind, limbless hobo.<br /><br />The only problem i have with this film is the copious amounts of full frontal nudity, which were ultimately unnecessary in achieving the composer's goal- to create a timeless epic that would forever go down in history as possibly the greatest film of all time. If it were not for this slight problem i would have given this film a perfect 10.\",\n",
+ " \"This romantic adventure must have seemed shockingly subversive in its day. A wealthy upper class English woman schemes, plots and manipulates everyone around her for her own satisfaction. She uses her privileged position to embark on secret activities of a decidedly anti-social kind. There's a clever sex-role reversal as her activities prove her more daring and dashing than most of the male characters. But naturally there's a tall, dark and handsome stranger to keep up the love interest, and this wicked lady is not backward in coming forward when she meets the right man.<br /><br />The wishy-washy weakness and gullibility of every other character make the plot unconvincing in the extreme, but those who thirst for Romance will overlook that.\",\n",
+ " '<br /><br />Never ever take a film just for its good looking title.<br /><br />Although it all starts well, the film suffers the same imperfections you see in B-films. Its like at a certain moment the writer does not any more how to end the film, so he ends it in a way nobody suspects it thinking this way he is ingenious.<br /><br />A film to be listed on top of the garbage list.<br /><br />',\n",
+ " \"After watching this thing, then reading the summary on the back of the DVD, then thinking back to actual movie....I became a bit dizzy. I thought, maybe I fell asleep and dreamed I was a down syndrome baby waltzing through a never ending forest where people drive 11 miles an hour and stop for no purpose other then occasional tasteless lesbianism. Where (zombies?) come out of nowhere and (vampires?) who (seduce?) pure hearted citizens on their way to save the world. Neither zombie nor vampire notably encounter each other. The only fighting i remember was getting that walrus Bonny Giroux's panties off. Coo Coo ca FAT! All of them! Maybe that was because we were watching it widescreen stretched and were too lazy to change it to its native resolution, but that actually made it more entertaining... In conclusion my trailing thought thesis had more continuity, plot, character development, antagonism, subject matter, and acting then the entirety of this film. It made Bloodrayne look like Citizen F***ING KANE\",\n",
+ " \"A young man falls in love with a princess but then has to go to battle to save her father's kingdom. While away, he accidentally kills an enchanted animal which brings a curse upon him. He becomes a beast and begins to kill even his own comrades. When nobody returns to the kingdom from the battle, the king renders the land of battle cursed and forbids anyone from going there. One day, a rebel who wishes to marry the princess decides that it's time they ventured into the cursed land to claim it for the king and the king agrees, when they reach the land the king is captured by the beast and the rebel returns home to lie to the kingdom that the king has been captured and killed. He assumes the throne and prepares to marry the princess but the night before her wedding, the princess escapes to the land to go and battle the beast herself. It is only when she gets to the cursed land that she begins to realise that her father is still alive and that the beast may not even be that evil after all. Sadly, her discoveries lead her to pay the ultimate price in their revelation.\",\n",
+ " \"i found the film a bit predictable and boring but i am 14.<br /><br />i was really annoyed with my little cousin as she was very hyper that day so i saw a film on the Disney channel and put it on and told her to watch it.<br /><br />she is 6 and she loved the film, some bits she didn't get like the ending but i didn't get that either y was Eddie the star of the video shoot i thought it was Jordan's video?! but she did enjoy it. <br /><br />i noticed the mistakes such as at the end Jordan was not actually playing the guitar, but she never. <br /><br />it is definitely a film for if you are seriously bored or 10 and under.<br /><br />it calmed my cousin down well.<br /><br />although all she did was sing for the rest of the day then.\",\n",
+ " \"I'm sure that the folks on the Texas/Louisiana border must have had a a good laugh or two when Paramount's B picture unit inflicted this one on the war time public. Very simply the area along the Sabine River where the film opens is cotton country just like the rest of the Deep South or at least the Deep South was post Civl War. No big cattle empires there, they're much farther west in Texas, farther than Richard Dix and Preston Foster could ride to set up their empire.<br /><br />The film begins with the two of them partners in a riverboat and when Leo Carrillo tries a theft of their services by not paying them for hauling his cattle, they keep the cattle. And that's the beginning of the big Ponderosa like ranch they start.<br /><br />Along the way Foster marries Dix's sister played by Frances Gifford and feuds with his much smaller neighbors. They also have some further run ins with Leo Carrillo.<br /><br />Anyway, us easterners who like westerns usually don't bother with geographical trifles and it's still a good western from the production mill of Harry Sherman who produced all those Hopalong Cassidy westerns for Paramount. The climax is a blazing, and I mean that literally, gun battle that should have maybe been used on an A production.<br /><br />But I wouldn't have any but western fans look at it.\",\n",
+ " \"Bela Lugosi as God? Transvestites discussed in a movie in the straight-laced 1950s? By golly, this must be an Ed Wood film.<br /><br />Watching this movie, I felt a combination of guilt, pleasure, and nausea all at the same time. The story is about Glen (Ed Wood himself) and his cross-dressing alter-ego Glenda. Somehow, if this movie were made now, I could see Kevin Kline playing Glen/Glenda. Notice how all the cross-dressers' alter egos are versions of their male name (Glen/Glenda, Robert/Roberta, etc.). It attempts to sympathetically portray it as the mental disorder that it is, rather than as a graphic perversion. <br /><br />Somehow, Wood manages to sneak in bondage and S&M sequences into his initial story of Glen/Glenda. Along with these racy scenes, Satan himself shows up, obviously having a bad hair day. The dialog and pace are nonexistent, but the film is enjoyable in its context -- the weird world of Ed Wood.<br /><br />Sterno says put on your favorite lace panties for this one.\",\n",
+ " 'Sistas in da hood. Looking for revenge and bling bling. Except da hood is a wild west town in the late 1800s. I do not remember any westerns like this when I was growing up. What would Randolph Scott say? If he saw Lil\\' Kim, he might say, \"Alright! I have to admit that I tuned into this just to see her. Bare midriffs and low cut blouses are not the staple of the usual cowboy flick, but these are the cowgirls, and they are fine.<br /><br />Now, don\\'t go looking for any major story here, and the usual stuff of ghetto crime drama are here in a different setting. And, when\\'s the last time you heard John Wayne call someone, \"Dawg\"? And, I don\\'t remember the Earp brothers hugging and kissing before they marched to the OK Corral.<br /><br />I watch this on BET, so I missed the action that got it an R rating, but I doubt if I will buy the DVD to see it unless I can be assured it was Lil\\' Kim in that action.',\n",
+ " \"There is no question as to who is in command of the training of cadets in this film: Major Chick Davis (Pat O'Brien). O'Brien plays an officer who adheres to military discipline in the creation of a new kind of soldier from his cadets--the bombardier. But he is not so rigid as to be unfair or unfriendly. In fact, he even changes his opinion as to the value of women working in the military. He's tough when he has to be, yet at other times he is a clear mix of coach and pastor, roles he perfected in other films. His character is the foundation of the action around which everything revolves. O'Brien seems natural in the role, and plays it in fine fashion. Two things help this movie: O'Brien's performance and the spectacular special effects ending.\",\n",
+ " \"Is this a stupid movie? You bet!! I could not find any moment in this film that was creepy or scary. Stupid moments? Plenty. Stupid characters? You bet. Bad effects? Everywhere! Rick Baker may have gone and done bigger and better things, this is not one of them. Oh well people gotta start somewhere. Dr. Ted Nelson is cheesed. He is the most whiny doctor I've ever seen. He's got a melting man running amok out in Ventura County somewhere, he's not overly happy that his wife is pregnant (probably cause she's 55 years old and weighs 90 lbs) and there's no crackers to be found anywhere. Plus he's got the not-too-helpful general on his hinder wanting to find astronaut Steve. And the local sheriff wants to know what's going on even though Mr. Nelson can't tell him anything. There also some random characters thrown in for good measure who encounter the melting man. Eventually the movie ends and out monster gets scooped into a trash can to become compost. In the end it's just what you need for a great MST episode.\",\n",
+ " \"I'm not going to waste my time writing an essay and waste your time. I would like to say, however, that all those who are uptight about this movie even being made are being totally ridiculous. Johnnymacbest, you can't play that card, and I mean the nationalism patriotic card, to make people not watch this movie. this is a movie that expresses its free will in this country (oh yea i played that card)even though the director is German and deserves a slap on the wrist every time he reaches for a camera, but the world is full of controversy, and its the same thing you've heard before, like the GTA controversy. It's a comedy, laugh and be disgusted, not disgusted all together, its dark humor and obviously you don't have the heart to take it, the past is past, yes people remember those who were lost but its time to move on, that was !!!7!!! years ago. You can still watch this movie and have good moral values. <br /><br />Besides I'm insane, and who needs a soul?\",\n",
+ " \"This review is for the UK DVD three-disc box set. Disc one is called Caught in the Act and contains Model Behavior, Chasing Jamie and Fast and Curious. Disc two is called Bedroom Fantasies and contains Blue Plate Special, Falling in Lust Again and Love Potion No. 10. The final disc is called Anything Goes and contains Chatroom, She's the Boss and Legally Yours. Why the other four episodes in the series are not included is a mystery because there is surely enough room on the discs for a lot more material.<br /><br />Each episode opens with the hotel manager Chloe (Lauren Hayes) reading a letter from a satisfied customer. We then get to see the story unfolding as the guests check into the hotel. Blue Plate Special is the exception because this story is from a waitress. The writers should be given credit for coming up with a good variety of story lines. For instance, Model Behavior is about two models vying for the attention of the photo crew; Falling in Lust Again is about a man and woman who parted and rekindle their love when they meet up again at the hotel; She's the Boss is about a put-upon male secretary/dogsbody who shows that he is more of a man than his female boss realised - much to her pleasure. All the episodes lead up to lots of nudity and sex.<br /><br />It should come as no surprise that all the characters in this hotel are beautiful women and handsome hunks. Even the geeky secretaries get transformed when they remove their spectacles and let their hair down. The sex action is plentiful but to me seems too frantic and false. The camera work could also have done with a bit of moderation, spending too much time close up and so moving about to capture everything, and as usual we get loud music during the sex action. Finally, the end credits mention the Palm Canopy Hotel, Singer Island, Florida although my map of Florida shows no Singer Island. The scenery certainly looks more like Florida than Utah or Las Vegas that some people have mentioned. This is quite a good effort and it is a pity that the second series is still awaiting a UK DVD release. 4 stars.\",\n",
+ " 'The third film based on Charles Belden\\'s play entitled \"Mystery of the Wax Museum\" (1933) targets generation X-tasy. Twin screenwriters, Chad Hayes and Carey W. Hayes, spend more time developing the main characters than other slasher movies--a promising start. Their condition guarantees an authentic point of view. The role of Paige (Paris Hilton) was not much of a stretch for the world\\'s favorite heiress. She peruses \"In Style,\" stripteases boys, chats on a cell, and frets over an ill-conceived pregnancy. Her regular routine has been altered beyond repair. Hilton reached the peak of her performance--not so hot--during the \"1 Night in Paris\" (2004) parody. While the pimp-my-ride is in motion, she zealously \"looks for lip balm\" in her boyfriend\\'s (Robert Ri\\'chard) lap. Finally, the \"actress\" atones for using the \"N\" word on the sex tape. Director Jaume Collet-Serra molds his take on the twin thing contrary to the theme of the past. Each exhibited opposite characteristics back then, whereas a pair of either good or bad can come out the womb today. However, the latter does not rule out the former. Childbirth constitutes the luck of the draw. Spectators can hardly consider Vincent (Brian Van Holt) a contemporary Quasimodo. Granted, the recluses share some similarities such as artistry, disfigurement, submissiveness, and murder. Yet, one small variable between the two makes all the difference. Vincent is even uglier on the inside than he is on the out. Collet-Serra\\'s \"House of Wax\" pays homage to actor Vincent Price from the first remake in 1953. The film leaves obvious van Gogh puns to the imagination of the audience. Still, the choice to split the antagonist in two eliminates a vibrant twist at the end. Professor Henry (Vincent Price) Jarrod\\'s unmasking receives runner-up, but the most terrifying one in horror movie history belongs to Lon Chaney in \"Phantom of the Opera\" (1925). As far as the new contender is concerned, the aftermath of separation surgery downplays the effect. A surgeon should know operating on Siamese twins scars them--physically and psychologically. Their father needs to call a couple colleagues--Dr. Phil to consult and Dr. McNamara to nip/tuck. Despite what the trailers said, \"Wax\" is not forever. In fact, you can rid yourself of it by burning it.',\n",
+ " '\"It\\'s like hard to like describe just how like exciting it is like to make a relationship like drama like with all the like pornographic scenes thrown like in for like good measure like, and to stir up like contro- like -versy and make us more like money and like stuff.\" - Ellen, the lost quote.<br /><br />\"Kissing, Like, On the, Like, Mouth And Stuff\" is like the best like artistic endeavor like ever made. Watching like Ellen\\'s hairy arms and like Chris masturbating was like the height of my years-long movie-viewing experience and stuff. But before I like begin like breaking new U.S.-20-something-airhead records with the my \"likes\", let me like just briefly list like the high- like -lights of this visual like feast: <br /><br />1. Chris doing the deed with his genitals. And not just that: the way the camera (guided so elegantly by Ellen and Patrick) rewards the viewer with a full-screen shot of Chris\\'s fat white-trash stomach after he finishes the un-Catholic deed - that was truly thrilling. I can in all honesty say that I\\'ve never seen such grace. Chris, you should do more such scenes in your next movies, because that is exactly what we needed as a continuation of what that brilliant, brilliant man, Lars von Trier and his \"Idiots 95\", started. A quick w*** and then a hairy, fat, white belly: what more can any movie-goer ask for?! Needless to say, I can sit all day and watch Chris ejaculate (in spite of the fact that I\\'m straight)... Such poetry in motion. Such elegance, such style. No less than total, divine inspiration went into filming that sequence - plus a solid amount of Zen philosophy. Even Barbra Streisand could not get any more spiritual than this.<br /><br />2. Ellen\\'s hairy, thick arms. The wobbly-camera close-ups, so skillfully photographed by our two directors of photography (I can\\'t emphasize this enough), Ellen and Patrick, often caused confusion regarding the proper identification of the sex in question. There were several scenes when we would see a part of a body (a leg, arm or foot), yet it was often a guessing game: does that body-part belong to a man or a woman? Naturally, Chris and his fellow artists, Ellen, Patrick and whatsername, cast themselves on purpose, because their bodies were ideal for creating this gender-based confusion. It was at times hard to guess whether one is seeing a female or male leg. Patrick is so very thin and effeminate in his movements, so hairless and pristine, whereas Ellen and the other girl are so very butch, what with their thick legs and arms. Brilliant. <br /><br />3. Brilliant - especially the way that neatly ties in with the theme of role reversal between the sexes: so utterly original and mind-blowing. Ellen behaves like a man, wants sex all the time, while her ex Patrick wants to talk - like a girl. Spiffing.<br /><br />4. Ellen\\'s search for a Leftist mate. \"He must love \\'The Simpsons\\', which is quite Leftist.\" I am glad that the makers of this movie decided to break the long tradition of offering us intelligent Leftists. Ellen is such a refreshing - and realistic - change. The number of \"likes\" that she and her liberal friends manage to utter in less than 80 minutes is truly phenomenal (3,849, to be exact). They have managed to realistically transfer their real-life ineptness onto the big screen with a minimum of effort, and I applaud them for that.<br /><br />5. The close-ups of toes. Plenty of stuff here for foot-fetishists, which I think is a very liberal, highly commendable way of reaching out to sexual minorities. After all, shoe- and foot- fetishists are offered so little in modern cinema, so it\\'s nice to see that someone out there CARES.<br /><br />KOTM, or rather, KLOTLMAS, offers more than meets the eye. It is not just a modest little film about shallow people engaging in hollow relationships while indulging in meaningless conversations. No, it\\'s much more than that. It\\'s about the light that guides all silly creatures; the guiding light that dominates the futile lives of various pseudo-artistic wannabes who just dropped out of film school, and plan to assault our senses with dim-witted drivel that will hopefully play well at pretentious festivals like Sundance and Cannes, enabling them to gain the necessary exposure hence some real cash for a change, with which they will later hire the likes of Sean Penn and George Clooney in promoting the saving of this planet and the resolving of ALL political problems this world faces. What better way to do that than by making porn at the very start? <br /><br />If Chris and Ellen did the camera here, as is clearly stated in the end-credits, then who held the camera while the two of them were in front of it? They probably hired some passers-by and shoved the camera into their hands...<br /><br />Go to http://rateyourmusic.com/~Fedor8, and check out my \"TV & Cinema: 150 Worst Cases Of Nepotism\" list.',\n",
+ " \"Apparently I am swimming against the tide of the glowing comments on this film. I have not seen it since I was 4 or 5 years old but there is one thing I remember distinctly...<br /><br />The Bunyip was TERRIFYING!!! Nightmare inducing terrifying. With the creepy music and the little girl and kangaroo running/hopping away for their lives...<br /><br />As a kid I also remember the animated Hobbit... no worries. Watership down? Didn't blink an eye. Dot and the Kangaroo? It still haunts my dreams. And I have several friends the same age who also think it was massively creepy. Maybe we can get a group rate on therapy.<br /><br />In short: one freaky film for its time.\",\n",
+ " \"Number 1 was really great summer popcorn fun. It was the modern Jaws.<br /><br />Number 2 is best summed up by Jeff Goldblum in the movie about being the stupidest idea in the history of stupid ideas (or something like that).<br /><br />Number 3 is the obituary notice...JP has achieved all it ever will. <br /><br />Once they realized they had no fresh ideas they should have just let sleeping dinos lie.<br /><br />That said. Movie is ok if you don't mind knowing you already have seen it before.<br /><br />\",\n",
+ " \"My husband wanted to watch this film because the review in the paper said that it was better than Fatal Attraction. Well, not liking either Michael Douglas or Glenn Close, I would have to agree. Not for conventional reasons though.<br /><br />This is one of those films that needs to be watched late at night when you don't want to watch something that really requires thought but don't want to go to bed yet.<br /><br />Yancy Butler is a really enjoyable bad-guy. She is not the best of actresses, in fact she isn't even good but she is perfect for this role in this film. Everyone else in it varies from pine to oak, including the slightly disturbing boy who comes across as a warped Pinocchio.<br /><br />SPOILER: The ending goes a step or two too far, complete with the cliché not quite dead, up with a roar, still gonna get you moment and then there's a shot of Pinocchio with his frozen wooden smirk which makes you wonder if they were going for chilling or just forgot there was botox in the make-up.<br /><br />Regardless, it's a hilarious eighty odd minutes and despite being a bad film, you would have to be lacking the humour gene to not enjoy it somewhat. Don't pay for it but if you're in that kind of apathetic telly mood then this is just right.\",\n",
+ " \"i think that it was just like Lizzie McGuire except that it was a lot worse than the original. the only thing that is different is that she likes animals and science and all of that geeky stuff. everything else is the same. she likes a guy that she is too nervous to ask out. and later she finds a guy that does like her and she has no clue. i think that people need to quit making that same kind of shows. and another thing that is the same is that it is always thaw the friends are two girls and one guy. don't people think that these things get old and tired and these ideas keep being used over and over and yet they keep using these ideas. but i do know people who watch this show and i know that they like them.\",\n",
+ " \"Let me start off by saying that this doesn't seem or feel like a movie. It seems like just another TV show about popular girls and boys with no real film language top back it up.<br /><br />The camera angles are so straight forward that the story is told the simplest way possible never making the public connect with it. This film takes us to where no movie I've seen has done before: to a realm where the Film Theater becomes a warm medium giving the public every element of interpretation. Too obvious. The large movie screen is only used as an enlarged TV from where we can see every attribute of these women in a larger than life manner.<br /><br />Lately it seems that young directors are compromising the Art of film making for sales. This is very scary. The industry is spoiling the art in movies. We must educate ourselves and our children about what cinematography and its language are really about. Not just sales and entertainment, but a way to communicate feelings, passions and even culture. Not as a launching platform for young divas and jocks.\",\n",
+ " \"This is based on Michael's life from 1983/4 till 2004. Flex Alexander did a good performance but looked nothing like Michael. I feel Michael was portrayed as a stupid person which I don't believe he was (even though he trusted the wrong people at times). I thought Flex Alexander looked Chinese when they made Michael look white. I think Latoya should of been portrayed in this, she was always pictured with her brother in the 80's. I never thought any of the supporting cast looked like their counterparts. There were some things that were inaccurate Lisa-Marie Presley's son looked about 4 in the wedding scene even though he was not yet 2 when Lisa and Michael got married. Also when Michael says to his mother Katherine he thinks he and Debbie should marry if she is carrying his child, it was Katherine's idea for the two to get married.\",\n",
+ " 'With my two stars I will probably make it to the head of the IMDb \\x84hated it\"-list for this apparently tremendously popular TV series.<br /><br />Not least because of the enthusiastic comments on this website, I decided to purchase a DVD edition of the series. Because I usually find British humour suits me just fine. I gave up in the middle of the second instalment \\x96 and according to other comments the \\x84funniest\" bits were already through.<br /><br />So now I know, according to another comment, that I definitely lack a sense of humour. But then I had to laugh like crazy while watching (and re-watching) Fawlty Towers to which Black Books is \\x96 albeit faintly \\x96 thematically related. Why the different reactions? It might be a mere Generation Thing, and yet the differences can be pointed out.<br /><br />Both Fawlty Towers and Black Books are set in businesses which are meant to sustain their owners financially. Both businesses are not successful but seem \\x96 by a miracle \\x96 to survive. Fawlty Towers is funny because the protagonists have to deal with situations they cannot cope with. The funniness lies in the fact that they make a serious effort to succeed and while laughing one also feels sorry for them. Black Books has no situations, it\\'s just there and the owner passes his time feeling sorry for himself. If a situation threatens to arise, it is quickly shooed away. It is remarkable how fast and how often a subject is dropped and the protagonists turn to something entirely different to produce an additional joke. Telling jokes \\x96 and not very good ones - seems to be all Black Books is about. Why a bookstore? A hardware store would have done the job just as well. <br /><br />No, stop, wait. It\\'s a bookshop because below the veneer of rudeness, vulgarity and arrogance the protagonists are supposed to be delicate and CULTURED. They are not some lowbrow gorillas but bumbling semi-intellectual losers. Hey, they are like you and me. The manner in which the series makes that claim is the only way I can explain its success. There is nothing remarkable in the protagonist\\'s actions, what\\'s special about them is their economically unrealistic living conditions many viewers maybe envy them for. That protagonists that narcissistic and vapid convey a sense of belonging and companionship seems to be a trademark of the time the First World is presently living in.<br /><br />Recently I watched Tittybangbang, also a fairly new British TV comedy show. I found it uproariously funny. It is often quite tasteless or xenophobic \\x96 but always with a purpose and hitting the bull\\'s eye in its social criticism. The humour is mainly created by situations or by characters with a purpose. The low ratings in IMDb might indicate that this brand of humour is not in keeping with the times, but I am glad it\\'s still alive and kicking and hope it will continue to do so.',\n",
+ " 'I never saw the other two \"Ninja\" movies and for all I know there are known, but for some reason I watched this one. This one starts out rather fast as this one ninja goes on a super killing spree. He is almost unstoppable as it takes quite a number of bullets to take him down. He is not out for the count though as he ends up possessing a woman and he then continues his killing ways by using her as his tool. Another ninja enters the fray and apparently the only way you kill a ninja is with another ninja so he volunteers. This leads up to a big battle at the end as the dead ninja goes back into his body and they have it out in an all out war. Sounds better than it actually turned out being, but at least it was not boring.',\n",
+ " \"CRYSTAL VOYAGER is a strange documentary about an eccentric surfer living in Australia. An American by birth George Greenough has surfed and photographed himself, friends and recently, dolphins, in Australia for 35 years, all using various re invented cameras which he either straps on his back, board or boat. In the mid 70s he teamed up with Surf Mag editor and budding film maker David Elfick to create this visually interesting tale about this life and photography. The 75 minute feature CRYSTAL VOYAGER is the result. Even in the 70s audiences were a bit puzzled by this film, neither surf-ing movie nor surf movie, because George swims about on a children's zippy board, not a real surfboard.... it offset the tedious droning of George (occasionally so dry or droll that it was actually funny.. like almost setting himself on fire or falling over something) with a spectacular 'you are there' power glide through a wave that ran for 23 minutes all set to Pink Floyd music. In 1974 when the Sydney Opera house opened, it also contained a cinema. Crystal Voyager was booked in there as an arty-sporty OZ pic and by default became a hit: as the 'opera house tickets' cost far more than a movie ticket, audiences flocked to see this film as an excuse to 'have been to the Sydney Opera House'...so the film did record business as a low budget attraction to locals and tourists who wanted to tell neighbors that they had seen a show 'there'. This created this myth that the film was a huge crowd puller and the reputation spread. As a result it was teamed with the fantasy cartoon FANTASTIC PLANET and had a trippy run through the UK and Europe as a double feature. I ran it at a coastal cinema in the 70s and the crowd was rather nonplussed about it all. Recently George has re emerged Lord Of The Flies style with another well photographed sea adventure called DOLPHIN GLIDE that offers viewers a dive and swim with the wild dolphins of Byron Bay. It is an eccentric 20 min short with an even more eccentric 20 min 'how George did it' short. Each were met with a collective yawn by both the media and the pubic in January 2005.... all of which makes CRYSTAL VOYAGER a 'you had to have been there' fluke all those years ago. However at a special Oz Surf night at an outdoor cinema last year 2000 people turned up....but then 2000 turn up every night to see anything there during this summer season of films.....so the damned thing fluked another box office binge. How many actually enjoyed it is very much open to debate. Again they were more than likely just plain puzzled by this mad film with an astonishing reputation. Elfick however, since 1975, has gone onto a stellar career as a major producer and director of many lauded Australian and international films. Look up NO WORRIES or STARSTRUCK or UNDERCOVER or RABBIT PROOF FENCE or LOVE IN LIMBO for clear and present applause at his achievements. George, however, is still floating around out there somewhere droning away and looking for something else to film, or drop a camera on.\",\n",
+ " \"Pet Sematary , though a nice 80's Horror movie, with a nice Director and atmosphere, IS a copy of the Italian movie ZEDER by Pupi Avati. It's clear that Stephen King has copied almost all the ideas from this director (the movie Zeder was made before King wrote the book)<br /><br />The cat, the ground, everything was copied, this is a case of plagiary , but, being Stephen Kind a famous American writer , it's totally normal that he can get away with this , it's obviously due to the huge difference between this kind of Italians movies with no -budget (and in part, it's crap itself ... ) but the original idea, I repeat it, it's Italian director Avati<br /><br />Let the world know\",\n",
+ " \"Time travel is a fun concept, and this film gives it a different slant. I got a kick out of Captain Billingham, one of the more down-to-earth characters, who was just not having a good day. Ordinarily, I don't choose to watch horror films, but this is an exception. Good story, excellent acting.\",\n",
+ " 'I saw this movie in my international cinema class and was grossed out from get go. This movie is nothing but one scene of blatant shock value after the next.<br /><br />The 4th Man is about an alcoholic writer named Reve, who has visions of his in-pending danger. He meets up with a woman named Christine when giving a lecture at a local book club, and only decides to stay with her when he discovers how attractive her boyfriend is. To put it plainer, Reve likes the Dutch sausage. So Reve concocts a plan to seduce Christine\\'s boyfriend so he can ultimately have sex with him. But its later discovered that Christine has had 3 previous husbands, who she all murdered. Now Reve and Christine\\'s boyfriend could be \"THE 4TH MAN.\" The storyline makes sense with no plot holes. The editing and everything else that is technical about this movie is perfectly fine. The movie is just gross and I felt the need to vomit in some parts. Basically, this isn\\'t my cup of tea.<br /><br />The movie opens with Reve getting out of bed in JUST a t-shirt. So in the very beginning, you get to see Reve\\'s lovely pecker flopping around as he walks around his cramped apartment in a hangover state. Later on he has a dream where his pecker gets cut off by a pair of scissors, and they do show it along with the blood fountain that ensues. Reve fondles a statue of Jesus and has homosexual sex in a mausoleum. Plus there\\'s a lot of blood. More blood than all the Freddy Krueger movies combined.<br /><br />Not that I have anything against \"shocking\" scenes, but this movie is just so blatant when it comes to shocking. The whole movie is revolved around the shock value.<br /><br />So if any of this is your cup of tea, watch this movie. Otherwise, stay far far far far far away from this one. My mind is still scarred.',\n",
+ " 'This is the first porn I\\'ve ever tried to review. It demands a different approach than usual, since the allegory will not reward dissection. \"I\\'m American. I\\'m a prudish virgin.\" \"We are European. We are cultured and sex-mad.\" \"It is nice when we all screw each other.\" Lots to talk about! Well, there kind of is in fact, relative to your average 60s topless volleyball number anyway. And the enervating patina of \\'class\\' at least delivers clean, detailed compositions. But what the hell kind of thing is that to say about a porn? OK then: the only scene I really (rhetorically) got off on was the first time Brigitte Maier steps in. There are efforts to toss in a nice variety of race and age while letting no two men anywhere near each other; the one black guy suffers a premature bout of editorial coitus interruptus. And multiple takes or not, one perhaps undescribable-on-IMDb act does look like it was partially simulated by a surgical hose. Still, I stayed awake, and it was eight in the morning...but what does the last shot mean?!',\n",
+ " 'Another turgid action/adventure flick from the Quinn Martin Productions factory. Roy Thinnes plays undercover agent Diamond Head (Mr. Head, to you), working for his G-Man handler \"Aunt Mary\", looking for \"Tree\", who\\'s on a mission to...well, just watch the movie. <br /><br />This one deserved and got the full MST3K sendup. As the boys and various reviewers have pointed out, the movie \"Fargo\" had more Hawaiian locations than this film. Apparently shot on a puny budget, this movie highlights Hawaii\\'s broken-down dive shops, gas stations, and cheapo hotels. Zulu -- later to star as Kono in Hawaii-Five-O -- appears as Thinnes\\' lumpy, inept sidekick, while France Nguyen models the Jenny Craig diet gone horribly wrong. Others sharing the flickering screen include a drunken Richard Harris knockoff, a George Takai imitator, a not-so-smart hit-man with sprayed-on Sansabelt slacks, and the villain \"Tree\", sporting a veddy British accent. You can pretty much figure out the plot halfway through the opening credits, but relax--just enjoy the giddy mediocrity of this 70\\'s movie-of-the-week.<br /><br />Whenever I think of this movie (and I think of this movie often), I catch myself humming the theme, written for flute and tuba...no one knows why. <br /><br />Trivia note--Diamond Head was directed by Jeannot Szwarc, one of three contract directors at Universal who would go on to make much bigger films, in his case Jaws 2. The others were John Badham (War Games), and a young fellow named Steven Spielberg...',\n",
+ " \"I wasn't really going to comment, but then I figured I had something to say. I saw this film two days ago and, although I think it's not a complete waste of time (it might have been of money though, for the producers), it's obvious it has serious problems. It's got really good cinematography and (little but) nice music. A lot has been said about Ana Cristina Oliveira but, let's be honest, over what? She is not really an actress an she balances permanently between over-acting and preposterous under-acting. Her performance passes for good because there has never been anyone like Odete in any other film: crazy? sad? childlike? an impostor? no one knows, fellows. So she's kinda sorta dictating the rules here.<br /><br />I thought this film was also a good example of the problem most Portuguese films suffer from: soundtrack. There is a permanent NO to dubbing and the result is this usual mass of noise that comes out of the blue. People in other countries may think Portugal is the noisiest of places. What thrilled me though, was that some of the dialog was dubbed but it didn't necessarily solve the syndrome. Bad dubbing too, I must say. It's strange to watch a film in which the first thing that strikes my mind on the first scene, when the first character speaks is: it's dubbed. And all this to say that the film has technical problems.<br /><br />It also has script problems. It tries to be classical from the first to the last scene. There was a desperate fear of leaving things suspended and that shows. The writer was obviously trying to get everything straight and he does but... it shows!! All dialog is too expositive and there isn't one single piece of talk that sounds like a line from a film. It's all a little raw and slightly unpleasant.<br /><br />Not that the film is a total mess, I must stress. I just think the good parts are so obvious that I prefer to concentrate on the bad ones.<br /><br />Direction brings little to the weak screenplay. All shots are classical and un-innovative, but their beautiful. Great work from Rui Poças, by the way.<br /><br />Now, what I think was THE problem, the one that keeps people from believing this story and laugh throughout the film instead of taking it seriously: The guy who plays the guy who DIES is obviously not an actor. Actually, It's a rather important role and I can't see why non-actors are cast for such parts. This guy is neither an actor nor a good-looking man. Which means the whole film rolls down the mountain, since we never believe for one second that this gorgeous woman is obsessed with him even though he's gone, and that his hunky lover who survives is actually having a bad time getting over the loss, when all we see of this character is apathy. Too bad. The world is full of beautiful people who even happen to be nice seductive lovers. The world is full of good actors who are also cute boys and capable of causing obsessions on people after they's gone. The world is full of great films and also of not that great films. C'est la vie!\",\n",
+ " 'In reality that happened: the royal mother in law and father in law lunched with the couple the day after the wedding and gave her the money in public. This troubled young Elisabeth so much that she never forgot the issue. We must remember she was only 16. She was so embarrassed that she kept a fear for sex all her life. Perhaps this began to appear as a trauma. Also the constant meddling of her aunt and mother in law. As you say, she kept all her children away from her, critiqued her teeth and manners (which she considered inappropriate for an empress), and when Sissi finally went to Venice with her husband and children, her eldest daughter died, and the mother in law blamed her for that unfortunate and premature death. She never recovered.',\n",
+ " 'In 1989 here in NZ wrestling was somewhat of a mega-hype phenom, and who was steering starship at the pinnacle was the orange goblin himself, HULK HOGAN (one of my uber-heroes at this time), so it seems obvious to me now why I adored this movie in 1989-90 when it came out here. HULK HOGAN A.K.A Terry Bollea is a shockingly bad actor and Zeus A.K.A Tiny Lister is worse!!! The story line follows a standard WWE (then WWF) circa 88-91 story line culminating in the standard good guy beat down, hulk up and then get beaten down again story line only to follow that the good guy calls on all his inner strength( gained from eating vitamins, saying prayers etc etc ) to mount the epic come back..... Pretty standard formula here. Worth watching if only for reminiscing your youth!!!!',\n",
+ " \"My children watch the show everyday that its on. Its a great program for younger children. However they need to stop showing re-runs and do some more actual shows and get rid of Rooney's and Deedee's YELLOW TEETH. Moe is the only Doodle bop with clean white pearlie teeth and the children notice these things and ask if the 2 don't ever brush their teeth? Does the show ever make its way to the United States and if so where can we find its schedule at. And one other thing if we might be able to add. Moe you need to stop hiding so much. Sometimes when you pop up out of no where you scare the younger children and whats with the pulling of the rope? What does that signify? other then getting wet all the time. They need to add newer things to their show instead of the same ole same ole. Kids loose interest that way.\",\n",
+ " \"Before I took a job as a reviewer, I never went to films like this, and thus remained blissfully unaware that at the soul of the Hollywood film lies a deeply woman-hating spirit that thrives on putting its knocking little knees on the silver screen for all to either empathize with or revile. Or is this just a particularly bad year? An ugly trend? <br /><br />Here we have yet another seemingly sweet, innocent, beautiful woman turned lethal weapon. The kind that cautions us that beneath every pair of batting eyes and nesting instincts lies a wild-eyed beast guaranteed to make everyone's life within 50 miles a living hell.<br /><br />This month's specimen is Jewel Valentine's (Liv Tyler), whose simple dreams include having her own little house, a backyard fountain, and a mondo home entertainment system. Unfortunately, Randy (Matt Dillon, in his first film in 3 years), the dim-bulb bartender she picks up at McCool's one night intending to rob, is less materially oriented. The kind of guy who drinks beer out of a toilet plunger, he prefers to hunker down in his dead mother's house with few creature comforts save his snowglobe collection.<br /><br />In that same low-rent bar, the Devil in the Red Dress also bumps into Randy's cousin, Carl (the highly amusing Paul Reiser), a lawyer with an ego the size of St. Louis. When things go south within hours, enter the widowed detective with a heart of gold (John Goodman). The result? Three men sustain big, bad crushes on the leopard-clad progeny of Steven Tyler and Bebe Buell-crushes that make them do things that common sense would normally contraindicate. Like get involved in the first place.<br /><br />Multiple points of view and flashbacks patch together the front-page news about how easy it is to fall victim to one's libido, especially if you're male. As each of these men relates his perspective to a confidant, his desire to possess The Jewel colors the `truth' of the situation. About 70 minutes later, things come together in a reasonably amusing way. But it's amusement from the same source that tells you that the stuff on the popcorn actually tastes like butter.<br /><br />MCCOOL'S is the first film by Norwegian commercial and music-video director Harald Zwart, and his pedigree is clear during some of the fantasy segments, including one about a car wash, soap and a hose that you can probably extrapolate. It's also the debut project from the production company owned by Michael Douglas, who's found his niche as a toupeed sleezeball in a bingo parlor.<br /><br />Dillon and Tyler are unlikely to win any gold statues for this one, though given the one-dimensionality of their overdone film noir-type characters, you can't really fault them. Several minor roles drag out unexpected guests--Reba McEntire plays Carl's psychiatrist, and Andrew Dice Clay doubles as both the hoodlum Utah and his even-scarier brother. (Finally, an outlet for all that aggression.)<br /><br />This film unwittingly speaks volumes about the dynamics between men and women--or men and their mommies. But ultimately you'd probably find more lasting psychological truths in a Bugs Bunny episode. I will say that it's better, funnier, more sophisticated than other recent gems like TOMCATS, but should we really have to choose what to see based on what ranks lowest on the misogynism scale?\",\n",
+ " 'Basically a typical propaganda film for the last good war. But there were a couple things that struck me. First was the use of mouthed epithets. In two cases the Scott character mouths one, once at the beginning when he drops his bomb off target during the bomb-off (\"dammit\") and once when he is trying to sway a bombardier into being a pilot (\"s*%t\"). I could be wrong about the second instance but I replayed it several times and that\\'s what it looks like to me. The third case is when the Anne Shirley character wishes the O\\'Brien character goodbye and good luck (\"Give \\'em hell\") over the roar of the engines. She must have thought that was too unladylike because she clearly says \"heck\". I also found interesting the character that has moral problems with bombing, specifically bombing civilians. The avuncular superior officer assures him that only military targets will be hit due to the precision of the bombsight used. Given what we know about the LeMay\\'s later strategy of firebombing Japanese cities into oblivion this scene plays with not a little irony. I remember McNamara\\'s quoting of LeMay in \"The Fog of War\", something to the effect that if the US did not win the conflict he would be tried as a war criminal. The ending is way overwrought, in keeping with the movie. It reminded me a bit of the end of White Heat (I\\'m not comparing the films, just the ending!). Maybe it\\'s just \\'cause he gets blowed up. Blowed up real good!!!',\n",
+ " \"A young couple decides to runaway to sunny California. They never reach their destination as they decide to pull over at the Rest Stop.<br /><br />After a fight with her boyfriend, Nicole Carrow insists on pulling in to a rest stop. When she is ready to leave, she exits the bathroom to find her boyfriend has disappeared with their car, leaving her trapped on the back roads of Texas with only an abandoned camper van to keep her company.<br /><br />Rest Stop is one of those cheap and tacky horror movies that could become a cult classic. Will Rest Stop become a cult classic you may ask? Well the three elements that you need to become a cult classic are gore, sex and artistic merit. Rest stop has bucket loads of gore, and while I do not want to give too much away, it contains oodles of blood-soaked nastiness. This movie has everything from the bad guy running over a cop's legs with his car several times to him making use of a pneumatic drill on a girl's leg. At times, it can be about as bloody as a film can get. It also has a gratuitous and yet somehow quite intimate love scene in the opening minutes of the film. Therefore, the sex is covered. Now the hard one \\x96 does it have any artistic merit? You never get to see the bad guy's face \\x96 you see glimpses, profiles, shadowy silhouettes. He is a faceless, relentless, monster, which alone scores highly on the artistic merit scale. The movie has very few characters in it apart from the main protagonist \\x96 Nicole Carrow (Jaimie Alexander). Since she spends a large part of the film on her own, she cannot reveal her thoughts in the course of a conversation, but must speak them aloud so that we, the audience, know what she is thinking. At times, this can be slightly irritating; however, it is a brave step by the writer (John Shiban) and it does work for the majority of the film. As an audience knows, being completely alone and isolated from civilisation is frightening enough even when you are not being chased by psychotic killers.<br /><br />So, will Rest Stop become a cult classic? It probably will because along the gore, sex and arguable artistic merit, it also has plenty of chills, an interesting and inventive plot and gives rise to a lot of shouting at the screen as the main character does plenty of things you should definitely not do when running from a psychotic killer. (What fun are horror movies if you cannot complain about the stupidity of the victims?)\",\n",
+ " \"At the beginning of 'Loggerheads', we're introduced to three pairs of seemingly unrelated characters. To make matters even more confusing, we're informed (via titles on the screen) that the action is taking place in three separate time lines (between the years 1999 and 2001). It takes a great deal of time but eventually we come to see how the three pairs are related: Mark Austin, a young man in his 20s, gay and HIV Positive is estranged from his conservative parents, Elizabeth and Rev. Robert Austin. <br /><br />Mark is now a drifter and arrives in Kure Beach, North Carolina, a seaside town, where he meets George (sensitively played by Michael Kelly), a gay motel owner and they eventually become involved with each other. Meanwhile, Mark's birth mother, Grace (played by Bonnie Hunt) has come to the point in her life where she has decided to find the son she gave up for adoption when she was 17. Similarly, Mark's adoptive mother, also has decided to track her estranged son as she misses him (despite the misgivings of her homophobic minister husband).<br /><br />'Loggerheads' we're told is based on a true story and that perhaps is its Achilles Heel. Director/Writer Tim Kirkman tries too hard to create scenes fraught with dramatic tension where there is very little to be found. Take Mark and George\\x97they're both sensitive souls who have little to disagree about. There's some slight tension when Grace faces off against an Adoption Agency Director who is forbidden by law to give her any information about her lost son as well as a slight conflict with her mother who denies that she disapproved of her when she became pregnant as a teenager. No sparks fly either between Elizabeth and Robert since the good Reverend has adamantly insisted from the beginning that he has no intention of reconciling with his son. <br /><br />'Loggerheads' is similar to 'Brokeback Mountain' in that the gay couple are the good guys and the straight males (for example, the Kure Beach cop and the Reverend) are the baddies. The biggest letdown of the movie is that there is no interaction (and hence no dramatic conflict) between Mark and either one of his 'mothers'. Mark is already dead before either the birth or adoptive mother has a chance to reconcile with him. <br /><br />Kirkman's theme is both a plea for tolerance and an exhortation for family members to express their heartfelt feelings before it's too late! Kirkman's sentiments are for the most part well-intentioned but they do not make for good drama. Loggerheads moves along at a snail's pace without providing any new revelations (or suspense) regarding such topics as AIDS, Adoption and Homophobia. Ultimately 'Loggerheads' fails due to a lack of originality.\",\n",
+ " 'There is no real story the film seems more like a fly on the wall drama-documentary than a proper film so this piece may in itself be a spoiler. Teen drama about 3 young Singaporean kids (very similar to UK chavs) who play truant from school, run with gangs, get into fights, insult people on the street, get tattoos, hang about doing nothing, etc. etc, They generally imagine themselves to be hard and every so often shout challenging rap chants into the camera. Filmed in MTV style, fast cuts, crazy camera angles, tight close ups and animation interludes. The dialogue might have been crisper in the original languages of Mandarin and Hokkien than in the subtitles and I have no doubt that some of the contemporary Singapore references will slip over Western heads as well as the cultural and political context unless of course you are familiar with Singapore. This kind of teen film may be a first for Singapore but it has been done before and done better in other Western countries, La Haine (1995) for example.',\n",
+ " \"This movie certainly proves, that also the good Americans can do terribly good propaganda. No questions being asked, no comments being made on power abuse or police terror, when James Stewart, solid and convincing as always, solves all the stories from Dillinger to 5th Column more or less singlehandedly. June Allyson as his regular love interest holds up the family values and E.J. Hoover is executive producer.And children or non guilty bystanders are never harmed, when the professionals execute. Not to speak of civil rights, which are never broken or homes, which are never intruded. And if the FBI service would not be enough, Steward also gives his son's life for the country in WW II. Perfectly made, if you wouldn't know better....\",\n",
+ " \"This one was marred by potentially great matches being cut very short.<br /><br />The opening match was a waste of the Legion of Doom, but I guess the only way they could have been eliminated by Demolition was a double-DQ. Otherwise, Mr. Perfect would have had to put in overtime. Kerry von Erich, the I-C champ, was wasted here. And this was the third ppv in a row where Perfect jobbed. Remember, before that he never lost a match.<br /><br />The second match was very good, possibly the best of the night. Ted DiBiase and the Undertaker were excellent, while the Jim Neidhart had one of his WWF highlights, pinning the Honky Tonk Man. Koko B. Ware continued his tradition of being the first to put over a new heel (remember the Big Bossman and Yokozuna?). This was a foreshadowing of Bret Hart's singles career, as he came back from two-on-one and almost survived the match. He and DiBiase put on a wrestling clinic, making us forget that the point of the match was DiBiase's boring feud with Dusty Rhodes.<br /><br />Even though the Visionaries were the first team to have all of its members survive (and only the second since '87 to have four survivors), this match was not a squash. This was the longest match of the night, and Jake did a repeat of his '88 performance when he was left alone against four men and dominated. I think he could have actually pulled off an upset. These days, the match would have ended the other way around.<br /><br />One of the shortest SS matches ever was also one of its most surprising. Possibly the most underrated wrestler ever, Tito Santana was the inspirational wrestler of the night, putting on war paint and pinning Boris Zukhov, Tanaka, and even the Warlord in the final survival match. It was so strange to see him put over so overwhelmingly, then go right back to his mediocre career. Sgt. Slaughter also did well, getting rid of Volkoff and the Bushwhackers, but that just wasn't a surprise. Tito was.<br /><br />I think the only point of the survival match was to have Hogan and the Warrior win together at the end.<br /><br />This show was boring and the matches were too short. The Undertaker's debut was cool, but Tito Santana is the reason I will remember this one.\",\n",
+ " 'Problems: 1) Although billed as \"a loving tribute to Poverty Row,\" a lot of the old footage is not even from Poverty Row films-- much of it is from RKO\\'s \"The Most Dangerous Game,\" (1932), with some from the silent (!?) version of \"The Lost World\" (1926)! <br /><br />2) Much of the old footage is just used as filler (the old shipboard footage) or as silent shots (for example, of Bela walking, looking or staring) often repeated; <br /><br />3) Where is the pantheon of Poverty Row Master Thespians (Bela, Boris, Lon Chaney, Jr., George Zucco, John Carradine, Buster Crabbe, Tom Neal, etc.) emoting their lines as punch lines to the \\'new\\' characters jokes (as in Woody Allen\\'s \"What\\'s Up Tiger Lily?\" or Steve Martin\\'s \"Dead Men Don\\'t Wear Plaid\")? Even Mike Nelson\\'s feeble commentary on the colorized \"Reefer Madness\" is funnier than this. <br /><br />High Point: The long but extremely enlightening lecture by Gregory Mank which makes you give new respect to and admiration for Bela, John Carradine and George Zucco. That\\'s worth the price of the DVD alone!',\n",
+ " 'You know this is gonna be a cheesy movie when:<br /><br />1. It was made it the 50\\'s 2. It\\'s in black and white. 3. It has no name actors! 4. Screaming makes up for the lack of special effects!<br /><br />Well not to be outdone - this movie brilliantly incorporated all four of the above elements to turn this into a true cinematic blunder.<br /><br />Okay - shhhhh but I am gonna discuss special effects here - or lack of them - <br /><br />Did you catch the underwater scenes? It looks like it was poorly filmed through an aquarium - note the cape flapping in the breeze.<br /><br />And the repeated re-use of Stock Footage, (exterior house shots, the bridges scenes -- great enhanced the K-R-A-F-Tiness of this film - not since \"PLAN 9\" - have I seen such creative usage of stock footage.<br /><br />And hey where there was a lack of special effects - not to worry - screaming DOES take the place of special effects in this movie as well. Yes this movie even cleverly used that old hack trick.<br /><br />Grab the popcorn - set your brain on stun (several fermented beverages DEFINITELY helps), sit back, and wonder: why the heck did they put this on film again?<br /><br />Wayno<br /><br />',\n",
+ " \"I have recently found this film on one of my husband's VHS tapes (the blank variety which he uses to record stuff from the telly). The film looks as if it was last shown in the eighties and I don't remember having seen it since. It has not (to my knowledge) been released on DVD or VHS although I shall browse around for a copy.<br /><br />The film tells the story of three young people: two girls, one on the edge of puberty and the other much younger, and a young boy who go to live with their mother's brother and his young, mute Irish wife. His wife also has two brothers who live with them. The children's uncle is an unpleasant control freak who forces his young wife to wear a silver collar whilst she watches a marionette show put on by him and her brothers in his toyshop.<br /><br />The eldest girl and one of the Irishmen (the younger) develop a love for each other whilst they live in the same house. The girl helps her aunt out in the shop whilst her brother helps his uncle to make things in the workshop.<br /><br />There are a lot of very disturbing elements to the film. There is the uncle's treatment of his wife as some kind of dumb (literally) possession (illustrated by the collar) whilst the Irish indulge dancing, drinking and somewhat forbidden love. Interestingly, though, I have seen far more explicit themes played out in other movies made in Hollywood today.<br /><br />Makes you wonder whether the British film industry and the BBC have some kind of hidden agenda going on.<br /><br />Still, despite it not being a children's movie, there are a lot of playful, magic moments in it and the one Irishman does some beautiful paintings.\",\n",
+ " 'We picked this up as a part of a Brentwood set, under the title \"The Broken Skull.\" Shot directly onto video, with widely varying sound and lighting quality, this movie winds up with a hyperactive quality that may inspire the viewer to feelings of nervousness, confusion and irritability - and not in a good, \"Evil Dead\" kind of way.<br /><br />Without going into spoilers, what appears at first to be a simple revenge ghost story becomes increasingly convoluted and bizarre. While there are some interesting ideas here, the overall effect is likely to leave you scratching your head and saying \"hunh?\"<br /><br />This is a very, very gory movie. The gore effects range all the way from full bloody head appliances to a silly Video Toaster effect that has to be freeze-framed to be (dis)believed. The \"Fangoria\" level of gross-out effects in this film is really amazing and should likely please the gore-hounds while making anyone with a weak constitution feel a bit on the queasy side.<br /><br />The Broken Skull is also an extremely noisy movie. It features not only ambient noises (captured by mikes and not replaced in post), but there is a lot of shrieking. No, no, I mean a LOT. A lot, a lot! Characters scream, wail, howl and yell, chitter and laugh maniacally. Turn down the volume if you value your eardrums and your nerves! But you can\\'t fault the cast for their enthusiasm, they really eat up the scenery and sometimes the effect is rather entertaining. In particular, the actress playing a certain Vietnamese immigrant delivers all of the above with a remarkable amount of gusto.<br /><br />In fact, very few of the actors were wooden. Some of them may have overacted a bit (oh, just a wee smidgen!), but most of them are certainly fun to watch go off. The cast is ethnically diverse and kudos to the filmmakers for that. The two middle-aged white women, however, are two of the most spiteful, exasperated characters since the shopkeeper in the MST3k classic \"the Brute Man.\" Just watch them seethe at all the other characters, it\\'s fun!<br /><br />In closing, the Headcrusher may not become a horror icon on a par with Jason Voorhees, Michael Myers or Freddy Kruger (or even the Leprechaun), but we can definitely say this ... this was a movie.',\n",
+ " 'I couldn\\'t give this film a bad rating or bad review for two reasons: Robin Williams and Toni Collete. The film has the potential of being a thriller and there are some slight disturbing elements that lean to the psychological which was something the film could have focused a little on. Robin Williams plays Gabriel Noon, a storytelling night time deejay who is going through personal issues: his lover moves out and Gabriel is having what seems to be a case of storyteller\\'s block. One day he receives and reads a story written by a dying 14-year old boy named Pete Boland (Rory Culkin). Pete tells the story of his life and the abuse he suffered at the hands of his parents. He lives with his adopted mother and social worker, Donna Boland (Toni Collette). Gabriel is fascinated and begins a friendship with Pete, but things seem strange when Gabriel attempts to meet him and discovers the possibility that Pete Boland may not even exist. I won\\'t go into detail because I don\\'t want to spoil the film, but I will tell you this: it is quite predictable. Fascinating atmosphere for telling a story and good performances from Robin Williams and Toni Collette, who I thought was the film\\'s key character. Collette is without question one of the most talented and loveliest actresses. Her ability to tap into the psyche and personality of the characters she portrays is very uncanny and I hope to see her win an Oscar (hell, I think she might pull off getting a Best Supporting Actress nod for this one if the script were a little better). The film starts off as a psychological thriller, but a predictable one at that. If your curious to know the film\\'s ending and twists, then see the film otherwise I would rent another predictable thriller called \"Hide and Seek\".']"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 24
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Loading the RoBERTa Model"
+ ],
+ "metadata": {
+ "id": "7SM2YCOvibe-"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Setting up the model, the optimizer and the scheduler\n",
+ "# Using RobertaForSequenceClassification model\n",
+ "roberta_model = RobertaForSequenceClassification.from_pretrained(ROBERTA_MODEL, num_labels=NUM_CLASSES)\n",
+ "roberta_model.to(device)"
+ ],
+ "metadata": {
+ "id": "k7gJWHxmiedG"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Tokenizing the data using RobertaTokenizer\n",
+ "# Using Dataloader\n",
+ "roberta_tokenizer = RobertaTokenizer.from_pretrained(ROBERTA_MODEL)\n",
+ "dfs = {'train':train_df, 'val':val_df, 'test':test_df}\n",
+ "roberta_dataloaders = {}\n",
+ "\n",
+ "for df in dfs:\n",
+ " should_shuffle = True if df == 'train' else False\n",
+ " roberta_dataloaders[df] = DataLoader(CreateDataset(dfs[df]['review'], dfs[df]['sentiment'], tokenizer=roberta_tokenizer, max_len=MAX_LEN, clean_text=clean_text),\n",
+ " batch_size=BATCH_SIZE, shuffle=should_shuffle)"
+ ],
+ "metadata": {
+ "id": "fHBx5Rc3jTEN"
+ },
+ "execution_count": 36,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# model = torch.load(output_dir, map_location=torch.device('cpu'))\n",
+ "roberta_model.load_state_dict(torch.load(SAVED_ROBERTA_MODEL), strict=False)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "zpXeelAajpvj",
+ "outputId": "fa5bd9c3-f363-4590-fd20-9b6404c5d160"
+ },
+ "execution_count": 37,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "<All keys matched successfully>"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 37
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "roberta_y_preds, roberta_y_true = test(roberta_model,roberta_dataloaders['test'], device)\n",
+ "\n",
+ "#Confusion Matrix\n",
+ "_ , ax = plt.subplots(figsize=(4,4))\n",
+ "ConfusionMatrixDisplay.from_predictions(torch.tensor(roberta_y_true), torch.tensor(roberta_y_preds), ax = ax, colorbar = False);"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "gC1HlH5okUfx",
+ "outputId": "16cad3e3-4826-44d3-d857-0bd2edeb050f"
+ },
+ "execution_count": 41,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 288x288 with 1 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Classification report\n",
+ "print(classification_report(torch.tensor(roberta_y_true), torch.tensor(roberta_y_preds)))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "tZ-hN1uipD_B",
+ "outputId": "a0c32f33-85e8-43e2-c398-9c51af82e638"
+ },
+ "execution_count": 42,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.96 0.95 0.96 3705\n",
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+ "#Analysing the false positives and false negatives\n",
+ "r_fp, r_fn = error_report(test_df, roberta_y_true, roberta_y_preds)\n",
+ "r_fp"
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+ "id": "RpdXibhMuY1B",
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+ "['I would like if they brought back surface. I really enjoyed the show along with my family. I felt the plot development and storyline were first rate. Like the other person said, it seems that everything gets reduced to the lowest common denominator. Nothing but bland, politically correct junk survives. Just look at the internet to see how many people were watching the show. Also it is not nice to leave us hanging as to what happened the all of the characters on the show. This is the same thing that happened to the time travel show I think was called 8 days but should have been called backstep. Did the Olympics kill surface? I know the writers strike killed another one of my favorite shows years ago called greatest American hero.',\n",
+ " \"This program was on for a brief period when I was a kid, I remember watching it whilst eating fish and chips.<br /><br />Riding on the back of the Tron hype this series was much in the style of streethawk, manimal and the like, except more computery. There was a geeky kid who's computer somehow created this guy - automan. He'd go around solving crimes and the lot.<br /><br />All I really remember was his fancy car and the little flashy cursor thing that used to draw the car and help him out generally.<br /><br />When I mention it to anyone they can remember very little too. Was it real or maybe a dream?\",\n",
+ " 'For me, Pink Flamingos lived up to it\\'s reputation as being the shocking, disgusting, repulsive, trashy film I was expecting it to be, that really contains everything but the kitchen sink. We are treated to almost two hours of nastiness that never lets up: rape, sex, sex with chickens, transsexuals, castration, murder, cannibalism, and a horrid display of singing out ones anus. It is about a strange couple who begin a competition with a trailer trash family, trying to steal their title as the \"filthiest people alive\". Divine (a fat guy in drag) is an unbelievably vile human being, who actually becomes painful to watch. Trust me when I say that this film is not one to be quickly forgotten, especially the end scene in which Divine eats dog crap off the sidewalk. I have always thought John Waters was over-rated and I cannot say I like this film, but it is an experience if you ever get a chance to see it.',\n",
+ " \"Oh my, from the box description I thought it would be LA-crazy like 2 Days in the Valley or Hugo Pool. Ulrich Seidl must be a very strong man. Most, after directing this, would have driven off a cliff or at least committed a mass murder. I confess to only watching the first half hour (for now). Reading all the comments here, I have a lot to look forward to. Professional reviews often mention the Swedish film Songs from the Second Floor as a parallel but that's graced with humor and fantasy and this is unrelenting in its dour realism. What hath the Marshall Plan and the EU wrought? Seeing this in a theater with anyone I know would have only resulted in an enforced departure after many fewer minutes than I got through on DVD. There's a more annoying creature in the universe than Jar Jar Binks - the Hitchhiker from Hell. Whatever happens to her, it isn't enough! Soulless suburbia that I thought only existed in Arizona and Florida thrives in Lower Austria. Oh no! I thought sex clubs had ceased to exist even in New York and San Francisco, and here they are in suburban shopping malls? Was it Mahatma Gandhi or Jawaharlal Nehru who said when asked about Western Civilization, 'why that might be a nice idea'? If the world were truly like this film, bring on that black hole, we're ready.\",\n",
+ " '- The Best Bit : When the dull mobster (Nicholas Turturro) calls out to the runaway (Matthew Modine) \"Shane !.. Come Back Shane !\" and when the older wise guy asks him \"What Are You Doing ?!\" he replays simply \"Enjoying My Time !\" Actually like me at the moment ! <br /><br />- The Most Creepy Part : I\\'ve been wondering all the time of watching : where did I see that girl before ? where ? where ? Till I found out while the closing credits.. OHH MY GOD ! She\\'s (Elizabeth Berkley) .. From the showgirls\\' fiasco ! But I just couldn\\'t recognize her with her clothes on ! To tell you the truth I felt a brief tremor. She\\'s really cute and nice but maybe Hollywood had no mercy at all ! <br /><br />- The Most Sexy Bit : When (Berkley) says \"Do You Mean The Stuff Which Gives You A Boner ?!\". <br /><br />- The Most Dull Thing : The retarded assistant after a day and a night in the back of the car is still alive and healthy at the end !!??, moreover the Mexican smuggler took 3 bullets (at the same car !) and he\\'s not dead either !!?? <br /><br />- The Most Ugly Thing : All of those murdered people, as well as the numerous (F) ward to a boring extent ! <br /><br />- The Most Beautiful Thing : The crazy clever script with all the funny characters and the tumultuous situations, the acting looked sweet also especially from (Paul Rodriguez) who stole the show for (as he had the best dialogue Also !). <br /><br />- The Most Disappointing Thing : Although the direction didn\\'t mess about the story\\'s wittiness at all but in the same time it didn\\'t give it a unique touch, a matchless signature, some kind of insane hilarity like the one in the story itself. However maybe the low production wronged it well ! And of course the easy tasteless music which could be like that because of cheap production too ! <br /><br />- The Most Confusing Part : (Matthew Modine) is a talented guy but what did he do exactly to be out of Hollywood\\'s \"A\" list of stars ?! What could possibly be the thing he made (or didn\\'t make !) to end up in light independent jest like (The Shipment) ?!! <br /><br />- The Most Absent Scene : Where did (Jose) the Mexican smuggler go at last ?! I thought that we\\'ll see him again at the end, smuggling once more as the surviving little criminal who, in a brief gimmick like this, could materialize the continuous disorder of such a world. <br /><br />- The Most Question I had After The End : When we\\'ll see (The Shipment - 2) ? As I\\'m so eager to see that fine small comic hurly-burly atmosphere again ! <br /><br />These were my own answers. If you interested in giving answers of your own for this questionnaire, please E-Mail me.',\n",
+ " \"In Carmen, Saura once again seeks to establish a dynamic rapport between reality and fiction, between the actual passions of the personalities in a dance company preparing the choreography for the dance portions of the opera Carmen and the scripted passions from the story of the fictional Carmen, the famous fatal mix of a free spirit (read disregard for fidelity) and her ability to drive men mad with desire. Saura used this same vehicle fiction/reality in an earlier black-and-white film, Bodes de Sangre (Blood Wedding). But, whereas the tensions between the dancers rehearsing Blood Wedding showed to advantage how they evolved into the fictional characters of the story to be performed through directing their emotions into their roles, in Carmen, the parallel between the petty, libidinal urges of the dancers of the troop during rehearsals and the spirit forging to do with the mythic Carmen never comes even close to being believable. It remains a gadget, and, for that reason, a bothersome distraction. One really needs to see Blood Wedding next to Carmen to appreciate the comparison. However, it hardly matters, the melodrama Saura tries to impose upon his Carmen, because the Flamenco dancing and guitar music of the rehearsals_ which are 95% of the film _by some of the best known Flamenco dancers and musicians, more than repays the price of entry. A flawed film, and a wonder: perfect for doing a drill in Keats's 'negative capacity', perhaps?\",\n",
+ " 'Being a giant monster fan, me seeing \"Yeti\" was an absolute must, especially after hearing so much about it. Thanks to the good \\'ol bootleg market I was able to find a copy pretty easily, and was happily surprised upon watching that this flick was actually, dare I say, decent.<br /><br />Decent for what it is, actually, namely a cheesy giant-monster flick. It kicks in pretty quickly as Yeti is found pretty much immediately, and we get introduced to various characters. They consist of some sleazy ones, some good ones, and a girl who is pretty much one of the most downright strikingly beautiful girls in any cheesy sci-fi film, by far.<br /><br />Yeti looks like a long-haired guy straight out of the original Woodstock concert, and really, he\\'s not that bad of a dude, especially after being introduced to the world in some kind of funky cage-like thing. Godzilla he is not - despite his rude awakening, he doesn\\'t even rampage (actually he rarely destroys anything in the whole picture), but kinda just looks puzzled while trying to figure things out. Yeti seems to understand English pretty nicely (my copy was dubbed in English) and he knows who the good guys and bad guys are.<br /><br />However, we want to see the giant Yeti do his thing, and he\\'s pretty much in the whole movie, and in typical low-budget fashion, he seems to change size a lot depending on the scene and there\\'s even a bunch of the \"fake legs\" shots of him just standing there.<br /><br />Yes, the special effects aren\\'t the greatest, but there are definitely some good ones here. A scene where Yeti smashes through a warehouse is done very well, and in another, he uses the windows of a building as \"ladder steps\" to climb down from the top of it - shattering each window with his foot and often shocking the occupants inside - in one sequence that really looks much, much better than it should in such a \"bad\" movie.<br /><br />\"Yeti\" never stoops as low as say, \"A.P.E.\" does. Actually the only time it even comes close to genuine silliness is when the beautiful girl causes Yeti\\'s nipple to become erect and he lifts his eyebrow in an \"oh yeah baby\" manner. But even this isn\\'t that bad, and kinda even gets a laugh out of the viewer.<br /><br />The movie is pretty long for this kind of thing, but surprisingly enough it doesn\\'t get boring - the story is actually good, and just watching this utterly gorgeous actress on screen will make any male viewer happy.<br /><br />\"Yeti\" may not be in the upper echelon of giant monster flicks, but it is definitely better than other King Kong \\'76 rip-offs like \"A.P.E.\" and \"Queen Kong\" by very far.',\n",
+ " \"just watched it on sky TV missed the first half an hour. i did wonder if it was a true story so watched it to the end. there was no brief at the end to say what happened to everyone. it did remind me of speed but at the end of the day i don't suppose it was released at the cinema as we did see the following error. the goof that we saw was that they remove the bonnet (hood) and then later on there are two shots of the car with the police car in front trying to slow it down when the bonnet is back on. it did have me on the edge of my seat especially when i thought the baby was going to hit the bridge and of course when the bridge wasn't going to be lowered and then it was. I'm afraid i did burst into tears so it wasn't that bad!!!!\",\n",
+ " 'I notice the DVD version seems to have missing scenes or lines between the posting of the FRF and the launch. <br /><br />They are to prove they can win the right to sit in the FRF other than the green team.<br /><br />Another scene is like during their failure at the simulation, Kevin gets Joaquin to clam down.<br /><br />I think the VHS edition other than the ABC one might have all the missing stuff.<br /><br />Otherwise I like to know which DVD release has the missing stuff.<br /><br />The DVD I have watched feels edited for television.',\n",
+ " \"Dolph Lundgren is back! Detention marks Dolphs first film in nearly 2 years, and that is following the delayed Hidden Agenda. This film still marks an improvement for Dolph over his cheapie trilogy of Jill Rips, Agent Red and Stormcatcher. However this film is well below the standard of Hidden Agenda, which was better in almost every respect. What this film does have in it's favour from Dolph's previous outing, is a sense of cheesy fun. The film also has a rejuvenated Dolph back in a high action role, and it's good to see Dolph doing his own stunts again.<br /><br />The films story is ludicrous and prime B-movie material. An ex-military man is now a teacher and on his last day of teaching, whilst taking a Detention class, he runs into some Slovakian bad guys who have taken over the school to use as cover for a big drug deal. The film has no originality but in a movie of this type you need to have a sense of fun with all the cliches. If you take it too seriously the audience will find little to enjoy. Thankfully the filmmakers don't take matters too seriously and along with all the action cliches you can think of and the predictability, this film has a so bad it's enjoyable kind of vibe.<br /><br />Where the film is let down is miss-using a fairly decent budget. The budget of around 10 million has not been well spent. It's all up on screen with plenty of carnage and big explosions but a lot of the shootouts lack imagination. The opening action is okay but after that the good moments become more sparse. There are some good moments. You have a car careering through school hallways for example and a decent shootout at the beginning, with plenty of destruction. The rest of the shootouts are fairly mechanical but there is plenty going on onscreen. <br /><br />As for the cast. Hidden Agenda boasted the best cast Dolph has worked with in ages. There was a good standard of actors for a DTV film. This however has problems. The actors are on the most part bad. The bad guys are terrible, but the lead bad guy has a kind of enjoyable cheesiness because Alex Karsis plays it so over the top and without the hint of any menace that you can laugh at the pure badness. The teenagers of the piece are actually good but they are playing such cliched characters. They all hate authority, each other and all have bad attitudes and of course by the end they learn important life lessons, but generally they are decent and Chris Collins in particular has a likeability. This movie is all about Dolph though. While this film is nowhere near his best, it is nowhere near his worst. It also marks a turning point in his career. He is now back in good shape, and will be in even better shape in his next film Direct Action. Dolph looks enthusiastic here, he does all his own stunts and it is good to see him play the typical action man (running from explosions in slow-mo, one liners, and handling large weapons) again in a movie like his older ones, albeit with less flair and imagination than cliched films like Army Of One. It is good to see Dolph looking energised. His films of the last 8 or so years have seen Dolph looking a little more weary, and using doubles a lot (he still does all the fights himself though) but the new streamlined Dolph seems up for it.<br /><br />Overall this is watchable if only for the cheese value and Dolph in prime action man mode. There's not a single surprise but it has a laughably inept kind of charm. **\",\n",
+ " \"We have high expectations with this one . . . because its Zombi 3 the official sequel to Zombi 2 and directed by Lucio Fulci . . . however . . . its co-directed by Bruno Mattei (from Night of the Zombies) and not written by Dardino Sachetti but by Claudio Fagrasso (Night of the Zombies) and its shot in the Phillimines like Night of the Zombies and resembles Night of the Zombies (Hell of the Living Dead) a lot. as a result its more like a companion to Hell of the Living Dead than Zombi 2. Fabrazio DeAngelis who produced Zombi 2 and its editor Tomassi (?) and efx gianetto De Rossi gave Zombi 2 its magic . . . Zombi 3 is not magical . . . its like a peanut butter and jelly sandwich without the peanut-butter. But over the years, I've grown to accept Zombi 3. I could swear I saw a version where a soldier was bitten on the arm and went to the hotel room . . . there was a senseless Fulci-cut and the Mattei/Fulci-cut is the one on DVD.\",\n",
+ " \"Interesting characters, lots of tension. As close to black and white without being black and white. I was turned off by how casually the supposedly sympathetic mainstream character, a quiet, near deaf secretary, was able to turn to crime to ruin colleagues, rough up people in her way and finally participate in a heist, and set up someone to be bumped off as a decoy to her own get-away. I'm a little put off by the trend for otherwise quality movies to portray criminals in a sympathetic way without addressing the injury they've done to others other than to portray their immediate opponents as jerks. In this film we never know who's money it really is they abscond with, or what happens to the innocent wife who the sympathetic deaf-secretary uses to set up the of the sleazy bar owner to take the fall for the missing loot. Too bad, the film could have been great.\",\n",
+ " 'This movie is a remake of two movies that were a lot better. The last one, Heaven Can Wait, was great, I suggest you see that one. This one is not so great. The last third of the movie is not so bad and Chris Rock starts to show some of the comic fun that got him to where he is today. However, I don\\'t know what happened to the first two parts of this movie. It plays like some really bad \"B\" movie where people sound like they are in some bad TV sit-com. The situations are forced and it is like they are just trying to get the story over so they can start the real movie. It all seems real fake and the editing is just bad. I don\\'t know how they could release this movie like that. Anyway, the last part isn\\'t to bad, so wait for the video and see it then.',\n",
+ " 'In what must be one of the most blood-freezing movies ever, a transvestite is murdering people in New York, and the answer to everything may not be what people suspect. One can see how Brian DePalma takes some influence from Hitchcock with camera angles and stuff. Michael Caine plays a most thought-provoking character, while Angie Dickinson is basically a bored rich woman with a bad hairdo. Keith Gordon (who later starred in \"Christine\") is probably the most interesting character in the movie. But you can\\'t really understand this movie without seeing it. And after seeing it, you may never know just whom you can trust. Also starring Nancy Allen and Dennis Franz.',\n",
+ " \"Let me make one thing clear\\x85.for the most part, the mentality of those who run the show in Hollywood frankly p*sses me right off in general and even more specifically in relation to its treatment of much loved, iconic characters from the pages of comic books. Why? Well let's take a typical Hollywood executive board meeting scenario to illustrate shall we\\x85..<br /><br />Executive no.1 'Hey there's lots of dollars to be gleaned from superhero flicks these days.' <br /><br />Executive no.2 'Good point, let's make one with haste then! \\x96 We'll do a lucky dip in a hat and pick out a superhero at random to base a film upon!' (The dip takes place and a famous superheroes name is pulled out) <br /><br />Executive no.1 'Great! Now who can we get to play the part?' <br /><br />Executive no.2 'Who's a big box office star at the moment?' <br /><br />Executive no.1 '*name of big actor* is the in thing this week.' <br /><br />Executive no.2 'But does he really suit the role? I mean he doesn't resemble the character whatsoever.' <br /><br />Executive no.1 'Who cares?! He's a big name; We'll make the film with him in it anyway.' <br /><br />Executive no.2 'You're quite right! And besides we'll fill the entire film so chock full of glitzy special effects to appease the moronic masses that no one will ever question it anyway!'<br /><br />The above scenario clearly illustrates one of the reasons I generally loath most modern superhero movies. All style, no substance and simply pathetic casting of the iconic leads. Of course to be equitable, there are exceptions to the above rule; when Hollywood does get it right \\x96 take the casting of the original (and still easily the best!) Superman; Christopher Reeve and more recently Patrick Stewart and Sir Ian McKellen in the X-Men films.<br /><br />But back to the general negative traits displayed by Hollywood today\\x85..wouldn't it be wonderful if our studio executives were to ALWAYS choose actors who actually suited the roles? Well in this less than ideal world, one filmmaker does just this believe it or not, by casting actors based upon their genuine resemblance to their comic book counterparts. His name is Sandy Collora. Sadly (but typically) Hollywood has not as of yet allowed Collora to direct a full length film but luckily for us, he has given us tantalizing glimpses of what the finished outcome would likely look like in the form of two (as of yet) famous super hero short features. One is the superb Batman:Dead End and the other is this mock trailer for an entirely fictitious film called Worlds Finest.<br /><br />Well, let's not mince our words here \\x96 this is absolutely awesome stuff!<br /><br />The casting of Mr. Universe winner and male model Michael O'Hearn, (who looked similarly awesome but was utterly wasted in the lackluster Barbarian) makes for the most perfect choice to play the iconic man of steel. In fact, in terms of physical resemblance, there has undoubtedly never been a closer approximation to the comic character.<br /><br />Added to this Clark Bartram is back fresh from his splendid portrayal as the Dark Knight in Batman:Dead End; Again, yet another hugely judicious piece of casting!<br /><br />What can I say? \\x96 If only this was indeed a real, full length film! Hollywood studio executives \\x96 take note! THIS is how it should be done!<br /><br />As a final note, I am once again intrigued by the vastly split reactions this short film has evoked from fans. Tellingly, the most acerbic and vehemently adverse reactions against it clearly come once more (as similarly with Batman: Dead End) from a younger, less cinematically experienced audience; a fact betrayed by their somewhat grammatically primitive rants and liberal usage of base diction. Such an unfortunate state of closed mindedness is indeed a sad phenomenon albeit one that our aforementioned studio executives in Hollywood, will no doubt derive great satisfaction from. After all, these very same misguided individuals are in all probability the exact same sort of CGI addicted, popcorn stuffing imbeciles that revel in the majority of crap that Hollywood churns out by the deluge these days.\",\n",
+ " 'So, Madonna isn\\'t Meryl Streep. Still, this is one of her first films and a comedy at that. Give her a break! Sure, the movie is mediocre at best and pales in comparison to its earlier counterpart w/ Katherine Hepburn, Bringing Up Baby. For what it is, though(a piece of fluff), it\\'s quite a bit of fun to watch. I\\'ve yet to hear anyone that slams Madonna\\'s acting skills back it up w/ evidence or even adjectives other than \"awful\", \"bad\", or other such vague descriptive words. If you wanna see bad acting or justify the argument that singers should stick to singing, how about Whitney Houston?? She\\'s had the most undeserved commercial success of any actress in history and couldn\\'t act her way out of a hatbox. The American public obviously cannot discern the difference between a credible performance in a movie and star power. I think Madonna has always been at least credible in her movies. Get real people. Madonna-bashing is so 90\\'s.',\n",
+ " \"Okay. You saw the film and I saw the film. True? If not, there are plenty of plot summaries out there, and there is absolutely no reason for us to waste time on any feeble attempts of mine to create another.<br /><br />The most stunning aspect of the film is unquestionably the performances by the two young men and the young lady in the leads. Their emotional honesty was as compelling, if not more so, than any performances I've seen in recent months. I found I laughed, cried and cringed right along with them, and that's saying a great deal because I'm often called a jaded and cynical jerk.<br /><br />As one would expect, the story is rife with clichés and I suppose that's the Achilles heel of the picture. It's a story we've all seen many times before; we all know how it will end from the moment they introduce Rory. Though you may not know exact mechanics, you know there will be a transformative friendship, a bittersweet romance and a gut-wrenching conclusion. If it weren't for the strong cast and directing, this film would be nothing more than the soporific swill that comprises eighty percent of the Hallmark Channel's program schedule.\",\n",
+ " \"I'm not a fan of this brand of comedy - stereotyped characters over-acting their way through a cops and robbers farce. But there are enough likable characters to sustain interest. Michelle Pfeiffer is adorable, but the person really carrying the film is Dean Stockwell, who steals every scene as the head mobster (named Tony, no less). <br /><br />Stockwell's performance is the reason I'm writing this review (and the only reason I'd recommend it), in fact. You'll be tickled by his screen time. He's plays the mob boss perfectly, with comedic touches in the right places, managing to avoid becoming an overbearing cliche. In fact, Stockwell's a complete delight to watch - a master of the 'double take,' and a real 'looker' in those classy suits and fedoras. <br /><br />Meesa Says: A good film to watch while folding laundry or eating leftovers.\",\n",
+ " 'This movie starts off as a college T\\'n\\'A flick, but turns pretty ugly after the main character\\'s sister is gang raped by a biker gang driving a van. It has a pretty good pace, and James Van Patten does a pretty good job in this Cannon tax write-off movie. This was the first movie I ever saw at the Parkway Drive-in, here in Toronto. The main feature was \"Alphabet City\", and \"Young Warriors was the added feature. Out of the 2 movies, \"Young Warriors\" was by far more entertaining and memorable. If you are a fan of blow \\'em up, excessively violent movies, this one would make a great addition to any collection.',\n",
+ " 'I originally reviewed this film on Amazon about 6 or 7 years ago, and blasted it. I believe I called it \"wretched\" and a \"turkey.\" Okay, well, by most standards, it\\'s still a turkey. It\\'s got almost no production values, what little plot there is makes almost no sense, and the acting is on the level of a third-grade play. That said, this has really grown on me over the years as a sort of camp classic. In fact, all of director Todd Sheets\\' films have had this effect. They\\'re almost like Ed Wood in that regard: Watch them over and over and pick out the flubbed lines, continuity errors (same zombie, two different locations!), and other flaws.<br /><br />I\\'ll say this: Sheets is a very nice guy, and while this, one of his first productions, isn\\'t that great, he has gotten better. And I must add that the only really decent actor/actress in the film is Kasey Rousch, though I may be biased, as I attended school with her.',\n",
+ " \"I had such high hopes for Teletoon Retro to air this but instead of having shows such as this, ones that don't get the treatment that they deserve, they air things that I may have seen dozens of times before.<br /><br />The Centurions was the highlight of my pre-teen years. I know that may seem a little bit clichéd but it's true. After Duke from G.I. Joe, Jake Rockewell is another one of those cartoon characters that I really had a crush on.<br /><br />It's too bad that Teletoon Retro doesn't see it the same way people of my generation do. Otherwise Teletoon Retro would be a lot better than it is.\",\n",
+ " \"There are two things that I like about Elvira, and they're both bigger than she is and she keeps them covered up: her wit and her talent. A movie is the best thing to show off how funny she can be or how she commands attention. Looking like a combined clone of Morticia Adams and Anna Nicole Smith, she inherits a distant relative's estate only to discover that she is really the heiress of the occult. The comedy in this movie is the best thing about it, but it could have been a lot more scary and chilling. It's mostly a campy fare with as many bad horror movie references in it such as the rioting mob or the fleeing heroine who trips and stumbles on her heels. My favorite part is when she uses her marvelous endowments to break the chains keeping her locked in the cemetary. The ending is sappingly sweet as if it were written by the Bradys, but the Las Vegas act at the end seems too grandiose for this type of movie.\",\n",
+ " \"I saw this movie recently. 2 hours later, my head still hurt from laughing. The plot was soo awful, the jokes were soo bad, but what I didn't count on were:<br /><br />1. the 2 scenes before and after the movie that had Pat and Jay posing (that caused more than enough laughter)<br /><br />2. The kick through the windshield that decapitated the evil-doer.<br /><br />This movie is about 20 times better than the Rush Hour series, and my copy even came with a disclamer saying if you didn't like the movie, send certificate to HBO. While I considered it, the date you had to send it in was January 1991 (which also caused wackiness to ensue).\",\n",
+ " 'This movie is a ripoff of James Cain\\'s novel, THE POSTMAN ALWAYS RINGS TWICE. Apparently, the director and producer never bothered to pay for rights to this story--perhaps the fact that we were in the middle of fighting the Italians in WWII might account for their forgetting to consider royalties! Despite this, the movie isn\\'t really just an Italian version of the Hollywood movie. In some ways it\\'s a lot better and in other ways, it is definitely not.<br /><br />The three central characters in this movie are really pretty ugly people. In fact, the male and female lovers are a bit icky-looking. The male lead is pretty ordinary except for his profuse body hair (particularly on the back and shoulders) and his lady love is, to put it frankly, unattractive. They are a very, very far cry from Lana Turner and John Garfield in the Hollywood version. And the ill-fated husband is really, really obese and loves to walk around shirtless--and his counterpart in the American film, Cecil Kellaway is definitely better looking (and probably better looking than the other two Italian leads, actually). And this unattractiveness is generally a reason I actually preferred the Italian film--since I just could NOT imagine a finely coiffed \"dish\" like Lana Turner in the middle of nowhere married to Kellaway--I am 100% sure she would have had dozens of better offers! Whereas, the Italian wife frankly might NOT have been able to do much better and this made the marriage actually believable.<br /><br />Part of the Italian film\\'s believability comes from the blunt way it handles sex. The sanitized American film tries to make you believe that although Turner and Garfield kill Kellaway, they never actually get around to sex! This is pretty silly and totally unrealistic. In addition to the casual sexuality of the film, it\\'s also pretty casual in showing the seamy side of life--with lots of sweaty people, a fly strip hanging over the kitchen table and everyone appeared to need a bath.<br /><br />The movie is also pretty fast-paced compared to the over-long American film. And what you get due to brevity isn\\'t all good. The film lacks a lot of the style and polish of the American film--with grainier footage, relatively poor orchestration and sets. It sure ain\\'t a pretty film, but the Neo-Realistic-like style makes the film seem more realistic. But it cannot make up for the short-cuts in the plot. Many of the plot elements in the later American version are either missing entirely or glossed over. And the ending seems a lot less interesting than the American film--and misses the entire human nature dilemma when Turner and Garfield turn on each other like rats (the best part of the American film).<br /><br />So which is the better film? Well, a lot of this probably depends on you. As for me, the Warner Brothers film was simply too polished and too unrealistic (though many like this style and may dislike watching films with subtitles)--but it packed a great ending. And the Italian film was much, much more realistic--until the crappy ending that seemed too rushed. So neither film is exactly great, but I\\'d give my nod to the Italian one being a bit better. It\\'s too bad they couldn\\'t have combined the best elements of both films into one exceptional film.',\n",
+ " 'I came out of \"Rendition\" with a list of flaws a mile long, so how is it that my overall impression is that it was a pretty decent movie? It\\'s definitely a film whose sum is better than its parts.<br /><br />Those parts include a cast of big name stars, not one of them giving a memorable performance (Omar Metwally, a relative unknown, is the one you\\'ll remember); serviceable if undistinguished direction; and a screenplay that\\'s both too complicated and too simplistic at the same time. Metwally is an Egyptian-born American citizen who gets kidnapped by the U.S. government\\'s rendition program, otherwise known as the process by which America tortures suspected terrorists into confessing information whether or not it\\'s remotely true. Reese Witherspoon plays his pregnant wife, who calls in the favor of an old college friend (Peter Saarsgard), who works for a senator (Alan Arkin) and helps to track her husband down. Meryl Streep plays the head of the rendition program; Jake Gyllenhaal is a young agent assigned to the interrogation and whose conscience gets in the way. Meanwhile, a whole parallel storyline follows the daughter of a top Egyptian official who is allied to the American rendition program and her boyfriend, who\\'s in training to become a suicide bomber.<br /><br />Ay-yi-yi that\\'s a lot of plot to pack into a two-hour movie, and I was about to wash my hands of the whole thing, especially the Egyptian Romeo and Juliet subplot that felt like nothing more than a distraction. But then near the film\\'s finale, a twist of chronology brings all of the plot strands together in a way that makes you want to reassess everything you thought you knew about the motivations of the various characters, and makes \"Rendition\" a much more interesting movie than it seems like it\\'s going to be.<br /><br />Witherspoon, Gyllenhaal and Sarsgaard all look like high school students playing adults twenty years older than they actually are -- Gyllenhaal in particular, usually a fine actor, looks so bored that you wonder if he\\'s going to muster the energy to deliver his lines. And the screenwriter should be arrested for having an actress as good as Meryl Streep at his disposal and giving her nothing more to work with than this one-dimensional dragon lady. The movie of course strives for relevancy, but instead of addressing the tangled web of arguments surrounding the national security issue, it charges right down the middle of the debate in a predictable fashion. There are moments when you think maybe the film will veer off in an interesting direction -- what if Witherspoon did actually begin to doubt her husband\\'s past, for instance? What if Metwally actually had been in contact with terrorists, as his interrogators accuse? But no, the movie takes the path of least resistance.<br /><br />But, like I said upfront, I recommend this movie. I know I\\'ve done nothing but list a bunch of its faults, but it\\'s got its head in the right place, and it is entertaining, or at least as as entertaining as a movie about torture and interrogation can be.<br /><br />Grade: B+',\n",
+ " \"An overblown melodrama typical of its period (mid-1950s) and appropriate matinée food. Rock Hudson, the hulk everyone always falls in love with, plays his usual stereotype role, but whereas in Giant, made the same year, when his material and co-stars (Taylor & Dean) were above average, in this movie he is just not good enough to raise the calibre beyond a mushy tale of how difficult it is to be both rich and happy. The self-destructive brother and sister (Robert Stack, reeling his way through the film in a drunken stupor, and Dorothy Malone, playing a vampish poor little rich girl totally over the top) end up the losers and Hudson gets Bacall - who is rather wooden in this part which does not have enough character or wit to get her going. To paraphrase Oscar Wilde, the good end happily and the bad unhappily, that is the meaning of fiction. However, I was interested to read that the film is based on a true story which vindicated the plot. Like other films of the period, homosexuality is disguised in heterosexual terms. Maybe the film could be remade: Stack's character would ring truer if he was hiding homosexual feelings for Mitch by marrying. Todd Haynes's Far From Heaven greatly improved on All That Heaven Allows , also directed by Sirk. Perhaps Haynes could remake Written on the Wind and give us a truly memorable film.\",\n",
+ " \"I am sad to say that I disagree with other people on this Columbo episode. Death Lends a Hand is frankly kind of a boring Columbo to me. After a few times, I get bored and changed the channel. I still love Robert Culp and Patricia Crowley and Ray Milland in their roles but the story was weaker in this episode than in the others. First, Robert Culp plays an investigator for Ray Milland's character. He hires him to investigate his young pretty wife played by Patricia Crowley to see if she is having an affair. In return, Culp's character blackmails the cheating wife who plans to expose his scheme to her husband ruining his career. Out of anger, Culp kills her by striking her in the face and setting the up the body elsewhere. I don't know. Maybe I just didn't care for this one at all. Of course, Columbo gets him in the end. It's just the question of how.\",\n",
+ " '\"Lights of New York\" originally started out as an experimental two reel Vitaphone short that eventually snowballed into the first all talkie feature film. Helene Costelle was supposedly one of the most beautiful actresses in Hollywood and sister to (in my opinion the real beauty) Dolores Costello, who seemed to get all the breaks. Poor Helene is best known for appearing in this pretty dreary film that bought a revolution to Hollywood!!<br /><br />Two bootleggers on the lam in \"Main Street\" convince a couple of small town barbers to try their luck on Broadway. The barbers Eddie (Cullen Landis) and Gene (Eugene Palette) don\\'t realise that their barber shop is soon a cover for illegal bootlegging activities. They soon do realise it and regret the day they left their small town. The only thing keeping them going is the loan that Eddie\\'s mother gave them and that they desperately want to pay back. Eddie becomes re-acquainted with Kitty Lewis (Helene Costello) a girl from his home town who has made good on Broadway. Kitty is worried about \"Hawk\" Miller (Wheeler Oakman) who is always hanging around her but Eddie, innocently, thinks she is exaggerating as \"Hawk\" already has a girlfriend Molly (Gladys Brockwell) but to reassure her he gives her a little handgun to frighten unwanted admirers away. \"Hawk\", who has killed a police officer and has the \"Feds\" closing in, decides to frame Eddie. Meanwhile Molly is getting pretty fed up with \"Hawks\" treatment of her and after a showdown where he tells her he is after a chicken and not an old hen the stage is set for - Murder!!!<br /><br />The fact is it isn\\'t completely awful, apart from gangsters and showgirls alike speaking in their best elocution voices and that was still happening in films in 1930. Gladys Brockwell (if a trifle melodramatic) and Eugene Palette (quite natural) were okay and were the most seasoned actors in the cast. There was no John or Ethel Barrymore to be seen - Cullen Landis and Helene Costello soon returned to the obscurity from which they had come. I also didn\\'t notice much of the \"hidden mike\" - where people had to be grouped around different objects ie a telephone or sitting on a couch before they could engage in conversation. People who saw it at the cinema probably started to think that all policeman talked in that flat monotone as that trend continued in many early talkies ie \"Little Caesar\" (1930). In any case they were probably intrigued by the novelty of a completely all talkie - with some singing and dancing - film in 1928.<br /><br />Recommended.',\n",
+ " 'CREEP is a straight up serious horror film set in real time that wants nothing more than to just show people get attacked in a empty subway platform by a mutant for 85 minutes. And it does just that. Nothing more, nothing less. Director Christopher Smith draws out the drama a far as he plausibly can by introducing a series of characters that would actually have a reason to be in the subway after it is locked. He also leaves the origins of the titular Creep deliberately vague (unlawful experiments happening in the 60s underground are hinted at) and that little bit of mystery works for the most part. Sadly, he undermines himself toward the end by actually holding back from a twist ending where more genetic malformations would appear (they are hinted at as well). Yes, you heard me right - I wanted a clichéd twist ending! Franka (RUN LOLA RUN) Potente is good as the terrorized female lead and the rest of the cast is fine.',\n",
+ " \"I watched this movie on TCM last night, all excited expectation, having last seen it (twice) in its memorable 1957 release in Toronto. I told my wife, who hadn't seen it before, to watch for the thrilling long tracking shot, no cuts, where Veronika is seen on a bus on her way to find her Boris. In a hand-held frame that certainly predates the modern Steadicam, the shot then pulls back up and cranes (pun unintended) over the street as she exits the bus, and darts among the tanks to cross the road. THEN I remember that, no cuts, we follow her up close to the fence as she peers through, anxiously looking for him, but does not find him. But we do continue to follow Veronika as she searches the faces of harried recruits and their emotionally racked women, all extras, and each one a gem of riveting Stanislavskian behavior. How, one wonders, did Kalatozov and his cameraman Urusevsky set up this extraordinary sequence. But what did I see in this version? After crossing the street dodging the tanks, the scene abruptly ended, and cut back to scenes at the apartment, before continuing to the soldiers and their families at the fence. Seems to me that this film was not only restored, but also re-edited. What a downer!\",\n",
+ " 'This movie really is a mixed bag. On the one hand, the story and concept of the movie are really good, tense and have some nice plot twists in it. But than again on the other hand, it all is told very slow, without style and uninvolved. Still I regard \"Just Cause\" as an above average thriller simply because of the fine cast.<br /><br />Maybe Sean Connery was miscast in his role. I mean, he isn\\'t really that believable as a the main \\'hero\\' and father of a young daughter (played by a still very young Scarlett Johansson by the way) and husband of Kate Capshaw. I feel that he simply was too old for the role to be really credible in it. However Sean Connerey is of course a great actor and that is the only reason why he is still able to carry the movie as good as he does. But he of course is helped by a very solid supporting cast that consists out of actors like Laurence Fishburne, Blair Underwood, Ned Beatty, Hope Lange, Lynne Thigpen and Ed Harris. All actors are really good but some of them are highly underused at the same time, which is a real shame, as well as a missed opportunity. Especially Ed Harris is just totally great in his role as a psychopathic serial killer. He\\'s truly chilling and acting superbly. Normally he doesn\\'t play this ruthless, chilling sort of roles in movies, so he really surprises with his role in this one. His performance alone is already more than enough reason to watch this movie. However due to the fact that the story is told without much style and too formulaic, none of the characters in the movie really work out well because it feels all too distant.<br /><br />It really is the way of storytelling that kills all the movie its fine potential. Arne Glimcher directs the movie with little style and keeps the pace too low at times. Because of this, we as viewers, never really get involved with the story or any of it\\'s characters.<br /><br />It really is too bad, for \"Just Cause\" had more than enough potential. A fine cast and a slick story with some unexpected twists and turns in it in which nothing is what it seems. The cast and story are the only reason why this movie is still an above average thriller, that will probably still please the fan of the genre. It however is an eternal shame that the movie is lacking in its story telling and style, or else this movie could had been a real classic in its genre.<br /><br />7/10',\n",
+ " 'I borrowed this movie despite its extremely low rating, because I wanted to see how the crew manages to animate the presence of multiple worlds. As a matter of fact, they didn\\'t - at least, so its seems. Some cameo appearance cut rather clumsily into the movie - that\\'s it, this is what the majority of viewers think. However, the surprise comes at the end, and unfortunately then, when probably most of the viewers have already stopped this movie. I was also astonished when I saw that the Brazilian-Portuguese title of this movie means \"Voyage into Death\". This is THE spoiler.<br /><br />That this movie is about a young girl who goes ALONE onto this boat (on reasons that are completely unclear), you understand only in the last 5 minutes. When you start the movie with the English title \"Haunted Boat\" in your head, you clearly think that the cameo appearances of strange figures are the \"ghosts\". But in reality, this movie is not like most other horror movies told from the distant writer-watcher perspective who can at almost any time differentiate between different levels of reality, it is told from the perspective of the young girl. We see her not alone, but together with the four friends because SHE sees them. We do not see that she is alone. So, the parallel worlds are not the cameo appearances flickering into the picture-stream, but the main story! We have at least two parallel worlds: The world in which the girl is and the world in which the 4 friends are. An intrusion of a third world is probably the young man with the medical skills who comes for a short time on the boat.<br /><br />I cannot get rid of the deep conviction that with this movie, the movie-makers \"cheated\" an audience of several thousand people by letting them believe that what they have done is more or less a sophomore film-student elaborate with hastily \"chosen\" pseudo-actors that have met just the night before the start of the shooting in a dump after at least twelve beers. How mistaken can one be! But in addition to this big surprise which one learns only in the very last minutes, the end that follows gives another surprise. The girl is saved by a crew in a helicopter and another boat. When she has recovered from her shock, she visits again the place at the harbor where she ascended the boat together with the four friends. And there they are again! They wave her to them from the boat which has already taken off shore. She jumps into the water, arrives at the boat - and they are away. Miraculously beautiful. It remembers me a bit to the end of a poem by a Rhetoromance writer: When I awoke, I saw Death standing at my bed. But I closed my eyes. When I opened them again - he was gone.',\n",
+ " \"This was easily one of the weirder of the Ernest movies, especially in regards to the production design. What was up with the pink guard uniforms? Sadly, this film probably destroyed the Ernest series, turning the series into a straight-to-video series. However, Jim Varney gave one of his better performances by playing Nash, his criminal alter ego. A misstep in the series, but wasn't too bad in most regards.(the Electro Man routine was classic)\",\n",
+ " 'LIFEFORCE is an extremely schizophrenic movie, based on Colin Wilson`s novel The Space Vampires the script ignores most of the novel`s concepts and structure ( Indeed it owes more to the QUATERMASS serials than the novel ) but the scenes it does leave in from the novel are nearly identical to those in the film . And talking of the script it must be one of the most uneven in cinema history , it`s though it was written in chapters by several different people. Take for instance Carlson , he disappears after the early shuttle scenes which led me to believe he was dead then he turns up again halfway through the film in order to explain the plot to the beleaguered Brits and it`s this lack of attention by the screenwriters that spoils the film . And there`s plenty of other clumsy scripting such as the heroes returning to London in a helicopter and not realising it has been over run by zombies untill they`re flying over it .<br /><br />I could go on at great length about these plot holes but LIFEFORCE is actually enjoyable to watch as long as you don`t use your brain . It`s good to see a sci-fi horror film from an era when aliens were portrayed as being cute creatures that children hid in their bedrooms so that nasty human adults wouldn`t get their hands on them . The special effects and pyrotechnics are very very good , there`s lots of action and stunts and LIFEFORCE features one of the most memorable aliens in the form of the space girl . When mentioning LIFEFORCE in conversation with males it`s always a race to say \" Seen the alien in LIFEFORCE? She can suck the lifeforce out of me anytime \" Hardly surprising looking at the demographics of the votes that this film is more popular with males than females<br /><br />\" Don`t worry . A naked girl can`t escape from here \" Can`t she ? Pity<br /><br />',\n",
+ " \"The brilliance of this movie is that even a competent dentist is pretty scary. It's one of man's primal fears. This movie is the nightmarish image every kid has to go through in the waiting room. Corbin Bernsen gives a surprisingly non-lackluster performance as a crazed dentist who I guess tries to kill people but he only works on their teeth so it's not really working out. In a particularly gory scene we find so-so actor Earl Boen having his teeth completely destroyed with drills and whatnot, which I guess is the absolute worst you can do when you're a killer dentist. It's a typical Brian Yuzna situation, not well written but there's gore. The plot is shoddy and at times seems to be made up on the spot but hey, it's a killer dentist movie, we've all thought of it but they did it first.\",\n",
+ " \"Going into this movie, I had heard good things about it. Coming out of it, I wasn't really amazed nor disappointed. Simon Pegg plays a rather childish character much like his other movies. There were a couple of laughs here and there-- nothing too funny. Probably my favorite parts of the movie is when he dances in the club scene. I totally gotta try that out next time I find myself in a club. A couple of stars here and there including: Megan Fox, Kirsten Dunst, that chick from X-Files, and Jeff Bridges. I found it quite amusing to see a cameo appearance of Thandie Newton in a scene. She of course being in a previous movie with Simon Pegg, Run Fatboy Run. I see it as a toss up, you'll either enjoy it to an extent or find it a little dull. I might add, Kirsten Dunst is adorable in this movie. :3\",\n",
+ " \"Meant to be some sort of a social commentary about the way that our lives were spinning out of control in the 1970's, this movie plays more like something Mr. Schlesinger threw together after having a bad day on the freeway. A mish mash of snippets about the nuts encountered along the freeway in Florida, and along the freeway of life, the cast is mostly wasted and probably ended up on the cutting room floor. The problem is that what DIDN'T end up on the cutting room floor probably should have! Now available on DVD, it's kinda fun to see a comedy that would have cost $100 million to produce had it been made in 2004. It rolls along and isn't too difficult to sit through, and, strangely enough, in 2004 we're all still pretty much just<br /><br />hopping in our cars and going faster and faster, heading nowhere.\",\n",
+ " \"Gregory Peck gives a brilliant performance in this film. The last 15 minutes (or thereabouts) are great and Peck is an absolute joy to watch. The same cannot however be said for the rest of the film. It's not awful and I'm sure it was made with good intentions, but the only real reason (if I were to be honest) to see it is Peck. For the rest you are better off just reading the Old Testament.\",\n",
+ " 'This film Evil Breed: The legend of samhain contains very little thought or effort. It is ridiculed with specs of ultra fast \"slasher\" style death and plain disgusting acts of death. The acting was rated a D as the actors show very little ability, and the stupidity of them in the film is too questionable. The way they portrayed what people their ages act like was incredibly different. The odd split of porn is fit in thought it really doesn\\'t offer much, and any area that is respectable but is quite quickly run down with absolute gut wrenching death. Example is the poor fellow whom is disemboweled from his anus, and the scene lasts for about 5 minutes. It is terribly obvious of how little of a fight the kids put up. This film is a good choice for someone who likes to watch some awful deaths and practically torture.',\n",
+ " 'I really can\\'t remember who recommended this, but they said it was one of their favorite films. It is certainly a strange one - like rubbernecking at a highway accident.<br /><br />Someone said that truth is stranger than fiction, and the truth here is something to see. I really can\\'t understand how a fictionalized account of this documentary is to be released this year. How can you improve on this? The aunt and cousin of Jackie Kennedy remove themselves from New York Society and hide in the Hampton\\'s. In the process they become recluses and what is best described as \"crazy cat ladies.\" They would have stayed hidden had not the city move to condemn the property for the filth and the subsequent rescue by Jackie. This film was done after that rescue. All during, you couldn\\'t help but think, \"how bad was it before?\" It\\'s a look at high society from the darker side, and it is utterly fascinating.',\n",
+ " '...this is, above all else, the typical Crown International Pictures drive-in (read \"passion pit\") programmer. The 1975 Sammy Johns hit record \"Chevy Van\" is heard repeatedly on the soundtrack (this movie has even been reissued with the title CHEVY VAN), despite the film\\'s title vehicle being a Dodge. Danny DeVito makes only six minutes of on-screen appearance, but countless VHS reissues falsely credit him as the star of the flick. The movie is a comparatively sexist morality tale -- will Bobby find sexual satisfaction through the one-night-stand his customised van facilitates, or must he wait until Tina, the girl of his dreams, gives him the time of day? Still, it is representative of the prevailing carnal dream of male American high schoolers of the time, and on that basis alone THE VAN has, almost in spite of itself, become an artifact of the period that must be referenced in any honest retrospective of the period\\'s popular American cinema...',\n",
+ " \"For a feature film, the plot closely follows history--or at least historical gossip. But then the Chinese, who know the story very well from seeing it portrayed again and again, would never tolerate it otherwise. The attention to detail is wonderful, especially for anyone who has read Sima Qian's account in the Records of the Historian. Jing Ke, according to Sima Qian, did indeed make an attempt on Qin Shi Huang's life at the request of the Crown Prince of Yan before unification. Sima Qian explicitly mentions both the head of General Fan and the dagger rolled up into the map, as well as the dagger being thrown into the brass column. Although Jing Ke is described as no stranger to swordplay, he's hardly the invincible warrior portrayed by Chen Kaige. Jing Ke is indeed this film's weakest link. In reality (again, according to Sima Qian), he was a heavy drinker and put off his visit to Qin for as long as possible, spending a good deal of time with the ladies of Yan before the crown prince finally ordered him on his way. He was, in short, a human being and was not looking forward to death although he was willing to accept it. Chen Kaige's Jing Ke is afraid of death, but not his own. He is the classic ruthless killer turned disillusioned pacifist. His love (or maybe just affection) for a woman and pity for several hundred children whom Zheng had buried alive (not even two thousand years of hostile Confucian historians claimed Qin Shi Huang did this, although there is a legend about him burying 460 Confucians up to their necks and then beheading them)is enough to make this former assassin kill again. The melodrama is not convincing and the character ends up being just plain boring. The acting here isn't shabby, though not very interesting given the character. As for Lady Zhou, in all the numerous stories I've heard about Qin Shi Huang, she's never come up. Anyway, Gong Li is famous enough for Americans to have heard of her (thanks to Zhang Yimou) and there needed to be a love interest, so here she is. It's unfortunate that her performance is almost as wooden as Jing Ke's character. She's done much better (in Qiu Ju for example) at being subtle; here she just barely manages presence. But all of this is trivial compared to the extraordinary acting of Li Xuejian as Zheng himself. Qin Shi Huang is for the Chinese rather what Milton's Satan is for us: accepted as a villain, but a noble one. Qin Shi Huang's accomplishments radiate an awe all the way across two thousand years into the present and Li captures his frightening will without compromising his humanity. Li's performance is enough, but the scope of the film is grand although the photography is purposely drab. It does feel ancient. The score is adequate, scarcely moving though very appropriate to the action. Though I've only seen it once, I believe that Chen Kaige should be given more credit for his camera work than other reviewers have allowed him. The opening credits are exhilarating. If five stars its absolutely average, I given three more for Li Xuejian's acting and Chen Kaige as an actor, writer, and director.\",\n",
+ " 'Let us begin by saying that this film\\'s English title \"The Power of Kangwon Province\" is an absolute misnomer.It is because in Hong Sang Soo\\'s film,there are no actual shots of wars,troubles and conflicts.So the idea of establishing power of a province is neither suitable nor valid in the context of this film.If we were to judge this film by its Korean language title,\"Kangwon-do ui him\" is going to appear as a cryptic statement about emotional turmoils of its young protagonists whose minds are not at rest.Hong Sang Soo has also directed a highly prolific visual document about erratic choices made by people in their lives.The people in question are a couple of young girls who are constantly in the process of displaying their moods,whims and fancies. If making a film out of nothingness can be claimed as a film maker\\'s meritorious virtue then Hong Sang Soo has to be saluted as a courageous film maker whose films speak volumes about ubiquitous nothingness of human relationships,sentiments and lives.Whether one likes it or not,this is the only fair conclusion that be deduced from this particular film.',\n",
+ " 'I\\'ve seen Jimmy Stewart in all the regular roles, but the \"Spirit of St. Louis\" was reported to be one of his favorites. A poor box-office performer when released, this film has been largely forgotten today. Telling the well-known story of Lindberg\\'s famous flight in 1927, Stewart seems to be badly miss-cast at first, and his well known voice never lets you forget who you\\'re watching; it feels like George Baily all over again. But Stewart obviously worked hard on the role and he does everything right, so before long you don\\'t care anymore that Stewart was 20 years older than the man he\\'s portraying. Stewart\\'s Lindberg is so gosh-darn, all-American, apple-pie likable that you get caught up in the story, and you realize that Stewart intended to portray Lindberg with all of the aw-shucks, Yankee-know-how he could muster up. Lindberg was an almost mythical hero in the U.S., and Stewart seems determined to keep up appearances.<br /><br />Flash backs are cleverly used to keep what is really a rather dull story moving along, and I was struck by the subtle references to Faith that were scattered through the film; Lindberg trying to teach a hopeless priest how to fly, only to be confronted by the priest on his beliefs, or Lindberg refusing to carry a proffered St. Christopher medal to save weight on the plane, only to find the medal hidden in his lunch bag after he\\'d crossed the Atlantic. For me, this is a film not about a man\\'s epic journey into the unknown, but his realization that this life is much bigger than the things we can see and feel.',\n",
+ " \"I went into Deathtrap expecting a well orchestrated and intriguing thriller; and while that's something like what this film is; I also can't help but think that it's just a poor man's Sleuth. The classic 1972 film is obviously an inspiration for this film; not particularly in terms of the plot, but certainly it's the case with the execution. The casting of Michael Caine in the central role just confirms it. The film is based on a play by Ira Levin (who previously wrote Rosemary's Baby and The Stepford Wives) and focuses on Sidney Bruhl; a playwright whose best days are behind him. After his latest play bombs, Sidney finds himself at a low; and this is not helped when a play named Deathtrap; written by an amateur he taught, arrives on his doorstep. Deathtrap is a guaranteed commercial success, and Sidney soon begins hatching a plot of his own; which involves inviting round the amateur scribe, killing him, and then passing Deathtrap off as his own work.<br /><br />Despite all of its clever twists and turns; Deathtrap falls down on one primary element, and that's the characters. The film fails to provide a single likable character, and it's very hard to care about the story when you're not rooting for any of the players. This is not helped by the acting. Michael Caine puts in a good and entertaining performance as you would expect, but nobody else does themselves proud. Christopher Reeve is awkward in his role, while Dyan Cannon somehow manages to make the only possibly likable character detestable with a frankly irritating performance. It's lucky then that the story is good; and it is just about good enough to save the film. The plot features plenty of twists and turns; some work better than others, but there's always enough going on to ensure that the film stays interesting. Director Sidney Lumet deserves some credit too as the style of the film is another huge plus. The central location is interesting in its own right, and the cinematography fits the film well. Overall, I have to admit that I did enjoy this film; but it could have been much, much better.\",\n",
+ " 'A pretty memorable movie of the animals-killing-people variety, specifically similar to \"Willard\" in that it stars an aging character actor (in this case, a step down a bit to the level of Les Tremayne, who puts in the only distinguished performance I\\'ve seen him give) in a role as a man whose life is unbalanced and who subsequently decides to use his animal friends to exact revenge on those who have wronged him. Yes, this is one of those movies where pretty much everybody is despicable, so that you will cheer when they die, and really the selection of actors, locations, etc. couldn\\'t be better at giving the film an atmosphere of shabby decadence.<br /><br />Tremayne\\'s character is \"Snakey Bender\", and he is certainly the most interesting thing about the movie: an aged snake collector who is obsessed with John Philip Souza\\'s music. When the local preacher clamps down on his practice of collecting small animals from the local schoolchildren as bait for his snakes, and his friend gets married to a stripper (thus upsetting his ritual Wednesday night band concert) he goes on the rampage, in the process creating a memorable pile-up of clunkers beneath the cliff where he dumps the wrecks after disposing of their unfortunate owners. One amusing game you can play while watching \"Snakes\" is to place bets on which cars will land the farthest down the cliff.<br /><br />All in all, very cheap and exploitative, but will really be a lot of fun for fans of these kinds of movies.',\n",
+ " \"SOLDIER is not as bad as many have made it out to be. I found the film to have some of the sacarstic, cynical humour like that in Paul Verhoven's Starship Troopers. The lack of dialogue and over the top action is deliberate and adds to the comic-book atmosphere.<br /><br />One particular trivia-bit stands out for me - Todd has the names of several space-war campaigns tattoo'd onto his chest and one of these battles is TANNHAUSER GATE. For the oblivious ones out there, Tannhauser Gate is mentioned in Roy Batty's elegiac last lines in Blade Runner. To imagine that Todd could have fought alongside android troops like Roy is mind boggling to say the least. Maybe script writer David Peoples was nostalgic?<br /><br />I'll give this one 3 out of 5.\",\n",
+ " 'I guess this is the first movie that made me aware of the term \"cult flick\". It is totally a bad movie, but I can\\'t help it, I like this movie. Richard Boone has made better and so has Joan Van Arc, but if you are in to staying up late and watching movies that don\\'t make you think to much this one is for you.',\n",
+ " '\"Beyond the Clouds\" is an over-the-top artsy group of four vignettes each a offering a glimpse into a man-woman relationship from the tenuous to the turbulent. Although the film offers superb cinematography, some exquisite visual beauty, and a cast of fine performers, there\\'s little meat on the bones of this fragmented work. A taste of a relationship cannot impart the fullness of it and synergism suggests that much more can be accomplished with one story in 2 hours than with four. Nonetheless, \"Beyond the Clouds\" will be fodder for dilettantes and a visual feast for the all albeit superficial, stilted, and lacking in substance.',\n",
+ " \"Alan Curtis has a loud, violent sounding argument with his wife, slams out of his apartment, has a night of drinking with a mysterious lady with a large hat in a bar (run by Andrew Tombes, in a nice villainous part for a change), and returns to find his wife dead and the police, led by Thomas Gomez waiting for him. His attempts to prove his alibi - that he was with that mysterious lady - fall because everyone that he can think of (Tombes, Elisha Cook) claims there was never any such person. He ends up with no alibi, although his secretary (who secretly loves him) Ellen Raines believes him. Convicted after a trial, he is awaiting his death sentence. Raines starts going out after the truth, discovering that Gomez has some doubts of his own. She also finds an ally in a friend of Curtis, Franchot Tone, who was apparently out of town the night of the crime. Will she clear Curtis in time? THE PHANTOM LADY is based on a novel by William Irish (the great noir writer Cornell Woolrich). As movie fans know from other works by Woolrich (LEOPARD MAN, THE NIGHT HAS A THOUSAND EYES, REAR WINDOW, NO MAN OF HER OWN) one cannot assume what is true on the surface anywhere. The missing wife of a salesman may not actually be upstate, sending him messages that she arrived, if he still has her jewelry. The mentalist may really be able to predict tragedy - or was he plotting the murder of his old partner, now an oil millionaire? Did a leopard kill the young women, or is the wealthy recluse in town actually hiding some guilty knowledge? Is the young woman, claiming to be the wife of a brother killed in a train wreck, actually an impostor? Here it is Raines and Gomez (with an assist by Tone) trying to prove Curtis did see a woman nobody will admit seeing - and if he did see her, why is nobody else able to recall seeing her? The problem with the story really is Curtis's personality - he gives in too easily when found guilty of the crime he did not commit. In reality anyone who is innocent would be screaming it to the moment they are executed. However, in defense of Curtis's collapse, it also happens to other people in various films: Gary Cooper, in MR. DEEDS GOES TO TOWN, gets so disgusted about the framing he gets as delusional and mad by Douglas Dumbrille and his minions that he does not defend himself at first, until the people who would depend on his help cry out their fears in the courtroom and reawaken his sense of responsibility. But Curtis just seems to give up. In normal circumstances Raines, Gomez, and everyone else would not care if Curtis didn't.<br /><br />But the film survives this weakness. The slow unraveling of lies by witnesses bribed by the real killer allows two set pieces for Raines with Tombes on a deserted elevated platform and Elisha Cook at a jazz session. Gomez turns out to be more perceptive than the villain expects in double checking his alibi again. And the villain manages to keep slightly ahead of Raines and Gomez until the concluding minutes of the film. If it is not as great a film as DOUBLE INDEMNITY or THE POSTMAN ALWAYS RINGS TWICE or THE MALTESE FALCON, it holds up pretty well until the moment Curtis and Raines are reunited at the end.\",\n",
+ " 'My sisters and my cousin(female) forced me to see this chick movie. Its not the kind of movie I would prefer to see, but it really wasn\\'t that bad. I wouldn\\'t want to see this movie, but after watching it I couldn\\'t say it was bad, just not my kind of film. It was very accurate in acting out what woman really talk about and do in certain situations. As a guy, I wasn\\'t TOO amused by the jokes, but man the women sure were. They related to the movie and yeah it was funny to see themselves on the big screen. \"OH EM GEE I DO THAT TO HAHA\" I\\'ve never seen the original, nor would I care to. If you are a girl, this is a must see, but maybe girls would say this movie sucked, probably. I don\\'t see a 13 year old going, \"Wow I remember going threw that when I was 30.\"<br /><br />No man would have this in there collection, but I can\\'t say it was horrible, so meh.',\n",
+ " 'I\\'ve read some terrible things about this film, so I was prepared for the worst. \"Confusing. Muddled. Horribly structured.\" While there may be merit to some of these accusations, this film was nowhere near as horrific as your average DVD programmer. In fact, it actually had aspirations. It attempted something beyond the typical monster/slasher nonsense. And by god, there are some interesting things going on.<br /><br />Ms. Barbeau is a miracle to behold. She carries the film squarely on her shoulders.<br /><br />This is not to say that it\\'s a masterpiece. UNHOLY ultimately collapses under the weight of its own ambition. There are just too many (unexplained) subplots trying to coexist. And the plot loopholes created by time travel are never really addressed: for example, if Hope knows that her mother is evil and that she will ultimately kill her brother, then why doesn\\'t she just kill Ma in the film\\'s very first sequence? Seems like it would have beat the hell out of traveling into the future to do it.<br /><br />Still, I give UNHOLY points for trying. A little ambition is not a bad thing.',\n",
+ " \"The premise is rather original and well thought-of, but unfortunately, siding a good story is very low budget that doesn't even allow for decent special effects. Jeff Fahey does his best amongst a poor cast, as does the always beautiful Linda Hoffman. They should make more movies together. The movie, while not worth much praise, warrants at least one viewing.\",\n",
+ " \"So, Todd Sheets once stated that he considers his 1993, shot-on-video Z-epic, Zombie Bloodbath to be his first feature film. Anyone who's ever seen a little beauty called Zombie Rampage knows exactly how untrue that statement is. I mean, what makes this one that much more superior? Well, then again, Zombie Rampage doesn't include that mullet guy, now does it? <br /><br />For one to comprehend exactly why Zombie Bloodbath is actually considered worth a damn, one must remember what the 90's were like for lovers of bad horror. A decade that all but said goodbye to B and Z-cinema as we knew it. Technological advances, awkward trends, and the internet would abolish the mysterious charms of the s.o.v.'s big-boxed golden years. And anything remotely resembling quality schlock was all too self-aware for it's own good, basically defeating the purpose. Luckily, not everyone changes with the times. Enter Zombie Bloodbath.<br /><br />And I guess this is the part where I explain the same exact premise from 500 other zombie flicks from the last 40 years. Alright, so, Some kind of accident at a nuclear plant infects everyone in sight, turning them into flesh-eating zombies, who go on a rampage, inflicting some of the most gruesome, yet humorous gore-scenes of the 90's. The first 20 minutes are cluttered with the most awkward-sounding conversations you could imagine. Conversations that let you know that this isn't just a low-budget zombie flick, this is a Z-grade disasterpiece, fella. plenty Hysterical, non-existent acting to go around, and that goes triple for Mr. Mullet. That guy is truly the highlight of the night.<br /><br />The fact that Todd Sheets seriously considers Zombie Bloodbath to be THAT superior to Zombie Rampage, amuses me to no end. I mean really, both are complete jokes on celluloid, but then again, so is Redneck Zombies, so, obviously Todd Sheets is in the company of awsomeness. By 1993, a movie this bad would no doubt, be a full-blast spoof, but Mr. Sheets stands his ground, giving us some good old fashion schlock, the way it was meant to be, unaware, clueless, and pointless. God bless Todd Sheets. For anyone seeking surprisingly worthwhile 90's B-Horror, Leif Jonker's Darkness should be at the top of your list. As for Zombie Bloodbath, if you're a gorehound who got bored sometime around 1990, then '93 would be the perfect time to pick up. 8/10\",\n",
+ " \"As an animated film from 1978, this is pretty good--generally well above the standard of the days when Disney hadn't done anything good in years (and Tolkien cared little for Disney anyway). It gets major points for innovative and careful camera work, applying cinematic techniques with relative success. The much-maligned rotoscoping actually works pretty well, especially with the Ringwraiths, and the opening narration. However, it is so drastically overused--possibly as a money-saving technique--that it detracts from the overall effect. The same technique that makes wraiths spooky and otherworldly doesn't fare so well in the Prancing Pony.<br /><br />As for the adaptation of the story, it's actually quite good. We lose little bits here and there, minor details such as the Old Forest and Tom Bombadil, the Gaffer and the Sackville-Bagginses. We compress a few characters, such as revising Legolas as one of Elrond's household and an old friend of Aragorn's, but that's a rather wise decision for film. In books you have room to include the references to the larger world of the Elves and Middle-Earth's vast history. In film, you trade that for visuals and sound that convey the same elements in a different way. Nothing critical is truly lost here, and although I have minor quibbles about some of the changes, I'm generally pretty happy with it.<br /><br />If only the dratted writers had managed to remember Saruman's name--he's frequently referred to as Aruman, a decision probably made to make him more distinct from similarly-named Sauron; it took me a second viewing before I was certain I hadn't misheard it. It's also annoying that Boromir is a bloody stage viking, and irritable from the start. However, Gandalf is excellent, and most of the rest of the voicework is excellent. If only John Hurt weren't too old to play Aragorn; I love his voice.<br /><br />Of course, with the film ending at the midpoint of the story, there's a vast disappointment built in. What makes it far, far worse is the altogether miserable job done by the Rankin & Bass crew on the sequel. That they were permitted to do Return of the King after butchering The Hobbit remains a huge mystery; they seem more interested in bad songs than in proper storytelling. For all its faults, this film's heart is solidly in place and it tries very hard to accomplish a nearly impossible task. I can only hope that the upcoming series of films keeps as true to its vision...\",\n",
+ " \"The nearest I ever came to seeing this was a clip shown at a Gerard Philippe exposition in Paris about two years ago. I had no interest in the remake and having just caught up with the original just over half a century after it was made I can only conclude that the inept fencing was intentional, aimed at a long obsolete target. Hollywood had been doing realistic sword fights since the 30s when the greatest of them all, Basil Rathbone, crossed foils with Errol Flynn and others so the technique was available and so that leaves only satire. After a while you don't notice and revel in the Henri Jeanson dialogue reminiscent of the Prisoner Of Zenda, both versions. Gerard Philippe certainly had the presence to bring off a role like this and Gina Lollabrigida was probably a tad better than Martine Carol, the other obvious candidate at the time. The print I saw was particularly bad and at one point broke down completely so maybe a DVD version would enhance it.\",\n",
+ " \"I caught this film late on a sat night/ Sunday morning with my brother. We had been drinking. This is one of the best films for ripping apart I have ever seen. From the 'luxury' ocean liner actually being a 'roll on, roll off' ferry, complete with cast iron everything to the doors with adhesive stickers saying staff, then seeing the same door being used for something else in another scene - this film rocks!! The continuity is so poor you cant help but notice it, it slaps you in the face with the holes. In the final scene he jumps off a life boat with the ferry in the distance. Cut to his son and new girlfriend (The ships PR director who knows kung-fu and used to be in the police but was dismissed for doing things her way - true)on the ferry going very fast away from the explosion. ......Then the dad is there hugging them. HoW???? Who cares, its magic. There is not one redeeming feature to this film. The casino is the size of a large bedroom with one casino table. when being chased by the villains there is only One place to hide, you've guessed it. Enter the villains who, instead of checking under the One table, proceed to shoot up four fruit machines and a little corner bar (a corner bar in the casino - fantastic). They walk straight past the only hiding place thus allowing our Casper to get around them and 'take them out'.<br /><br />Get some mates over, get a few drinks in, put this film on and howl.\",\n",
+ " 'Despite gorgeous and breathtaking animation, this is probably one of most uninspiring Disney films I\\'ve seen, and I don\\'t slam Disney films very often. Spirit is a wild stallion who repeatedly gets captured, either by the cavalry or by Indians, both of which try to \"break\" him. Spirit ends up forming a bond with the Indian, and that, in a nutshell, is the story. With exception to the beautiful animation of the horses, neither I or my five year old were very inspired or excited by this film. It\\'s ironic that it\\'s titled \"Spirit\", as spirit is what this film could have used a bit more of. An extra point was given for the soundtrack, which was enjoyable, with songs by Bryan Adams and Hans Zimmer. And although this film is rated G, you will still probably have to end up explaining what \"breaking a horse\" means to your five year old. I did.<br /><br />',\n",
+ " 'First, this is a review of the two disc set that came together with the \"Wonderland\" DVD rental.<br /><br />The two movies included with the rental, \"Wonderland\" and the Johnny Wadd documentary, totally obliterate the myth created by \"Boogie Nights\". That myth being that the characters involved in the adult movie trade were considerably more than slimy lowlifes that would do anything for money, basically denying that they were anything other than detestable self-centered whores. This is amazingly similar to what the book \"Wiseguy\" and the movie \"Goodfellas\" did to \"The Godfather\" fable and most of the rest of the gangster romanticism lore.<br /><br />Now, what irritated me most while watching these movies, and will probably irk anyone who saw and liked \"Boogie Nights\", is how foolish and gullible supposedly educated and sophisticated people can be. \"Dirk Diggler\" in \"Boogie Nights\" is without a doubt John Holmes, who unlike \"Dirk Diggler\", had no redeeming quality. Holmes was a criminal sociopath who abused anyone close to him, was totally consumed by his quest for self-gratification, and was without a doubt a key participant in the brutal murders on Wonderland Avenue in Los Angeles in 1981. The movie lays bare the big lie that \"Boogie Nights\" was, and reinforces the Linda Lovelace description of the cruel and pathetic business that is known as the adult film entertainment industry. This should be required viewing, both features on the \"Wonderland\" DVD, for anyone who had any positive opinions on the story in the movie \"Boogie Nights\".',\n",
+ " \"WAQT is a perfect example of a chicken soup not exactly for your soul. The broth unfortunately has lost its actual taste thanks to all the excess dilution and garnishing that went into its making.<br /><br />What's surprising and disappointing about WAQT is that it comes from a director who stayed away from the usual clichés of Hindi cinema in his first venture but who in his second outing gives in for all the stereotype film formulas. While Vipul Shah had the conviction to show something as implausible as blind men robbing a bank in AANKHEN, he just fails to induce life in the entire packaging of WAQT that is based on something as conceivable as a father-son relationship. Adopted from a Gujarati play Aavjo Vhala Fari Malishu, WAQT does have a sensible storyline with a social message to back up. A mature look on the father-son relationship, a father's unconditional love towards his son and a son's responsibility towards his family. Ishwar Chand Sharawat (Amitabh Bachchan) who has established his entire empire on his own from the scratch leads an affluent life with his wife Sumitra (Shefali Shah). Their only son Aditya (Akshay Kumar) never had the need to strive for anything since he got everything tailor-made and spoon-fed in life. Ishwar's pampering has only spoil him all the more.<br /><br />Aditya dreams to turning into a superstar but does nothing to make his dreams come true. In the meanwhile he marries his ladylove Mitali (Priyanka Chopra). Ishwar hopes that marriage will make Aditya a more responsible man but he is disappointed. Aditya is still at his blithe best leading a carefree life.<br /><br />The endurance limit finally collapses when Ishwar expels Aditya from his house. The sudden change in the attitude of his affectionate father towards him and his now expecting wife baffles Aditya. He has no option left but to strive for the livelihood of his wife and his unborn kid. He starts turning into an independent man but the rift in the relationship between him and his father grows.<br /><br />The story is simplistic while the uncomplicated screenplay has a very elementary approach. One can easily identify and relate with the credible characters of both the father and the son. If you are not one of the two, you at least might have come across individuals like them somewhere in real life.<br /><br />Add to it director Vipul Shah's easy handling of the screenplay. With a family affair like this, any other director in his place would have added in tons of melodrama in the proceedings as per the cinematic laws of Bollywood family dramas, turning the film into a compulsive tearjerker. However Shah excels in the effortless handling of emotions for most part of the film.<br /><br />Clear-cut example of his unpretentious direction is palpable in the pre-interval scene where the father expels the son from his house in a rather frivolous manner. The purpose of the scene is achieved without blotting a brunt on the audiences' brains. Ditto for the scene in the second half wherein the now separated father son have a flippant conversation. That's what differentiates WAQT from a KABHI KUSHI GHUM or an EK RISHTAA and in fact places it one level high in terms of treatment.<br /><br />But after gaining all the distinction points, one may wonder where does WAQT still fail in? The problem lies in the fact that while WAQT distinguishes itself from the others in it's league in terms of treatment, it gives in to the glitches in the terms of packaging. What with the director forcing in song-n-dance every now and then in the first half. There's a Johar kinda shaadi song, a Chopra kinda Holi song, a father son disco dandia song, a dream song and a dream come true song inducing sufficient yawns in the viewer. Picture this... the father has just ousted the son from his house and the son is dreaming of a song in Moroccan mountains with his wife. Out of place! Out of reason! and the audience Out of seat.<br /><br />The film just drags in the first half and the actual story starts only in the second half. The director has wasted too much WAQT on unnecessary elements. The much talked about dog chase sequence isn't bad but is not redeeming either. However Akshay Kumar's taandav dance is simply ridiculous. Imagine he qualifies for the star hunt in the movie with this (unintentionally) hilarious histrionic. Add to it the climax set at the finals of the star-hunt where the son bursts out with emotions. That's so archetypal! Also the editing pattern could have been reversed to conceal the father's reason for the change in attitude towards his son.<br /><br />Anu Malik's music is fine though unnecessary in the proceedings. Santosh Thundiiayil's camera-work is competent enough though not much demanding. Aatish Kapadia has come up with some good dialogs for dramatic moments.<br /><br />Boman Irani and Rajpal Yadav make up or the light moments in the film very efficiently. While Rajpal Yadav has been going overboard with his comic histrionics in many films off lately, this time he underplays his character and is completely restrained. His deadpan expressions are perfectly complimented with Boman's over-the-top histrionics.<br /><br />Shefali Shah is convincing in the mother's role. Not to be taken as a censure but she is flawless in both playing and 'looking' her character. Priyanka is gorgeous and performs her part well.<br /><br />Of course the major applause deserves are Akshay Kumar and Amitabh Bachchan. Akshay is especially expressive in the scene where his doting father intentionally berates him to make him aware of his responsibilities. Though Bachchan goes a bit dramatic in a couple of scenes, his brilliance strikes throughout the film.<br /><br />To sum up, WAQT is like a soup whose ingredients are both tasty and nutritional but the final recipe somehow isn't as much appetizing.\",\n",
+ " 'After, I watched the films... I thought, \"Why the heck was this film such a high success in the Korean Box Office?\" Even thought the movie had a clever/unusal scenario, the acting wasn\\'t that good and the characters weren\\'t very interesting. For a Korean movie... I liked the fighting scenes. If you want to watch a film without thinking, this is the film for you. But I got to admit... the film was kind of childish... 6/10',\n",
+ " 'I couldn\\'t believe that the Adult Swim guys came up with this character. I laughed for days just thinking about this show. Having finally seen the pilot I guess I will stick around for a few more episodes. Assy is pretty funny and the whole crew of police show characters are around, but Assy is hard to understand and that was a little frustrating. Most of the humor revolves around the fact that the title character is literally a walking ass with nothing else but legs that sport socks with garters and feet with traditional wing tips. Assy drinks too much and \"plays by his own rules\" as you might have guessed. The only other funny moments are Assy shooting many,many people and spending time at home - in the bathroom. It is not Squidbillies funny, but it is worth a look.',\n",
+ " 'Victor Sjöström was quite the master in this film, having starred in it, directed it and even wrote the screenplay! That\\'s pretty amazing. While today few have any idea who Sjöström was, he might be familiar to Ingmar Bergman fans as the star one of Bergman\\'s most acclaimed films, WILD STRAWBERRIES.<br /><br />As far as this film goes, it\\'s a very mixed bag. On one hand, you have to respect it because for 1921, it\\'s a very good film. The idea of the Grim Reaper sitting down with a dead man to discuss his wasted life is pretty imaginative. Plus, the special effect of the Phantom Carriage is pretty convincing and technically speaking this is a well-crafted film. On the other hand, it\\'s an amazingly dated and preachy film--more like something you\\'d expect to be shown in Sunday School instead of in an honest to goodness theater. Plus, some of the story elements just don\\'t make sense. Instead of coming off as dedicated or good, the dying Salvation Army worker seems like a sap--a very sad and confusing sap. Why is she \"in love\" with this man? Am I missing something?<br /><br />So, my recommendation is that if you are insanely in love with silents (like me), then by all means watch it. But, if you aren\\'t a silent fan, this film might do nothing to convince you that this style film is brilliant because the story is so overly melodramatic and dated.',\n",
+ " \"Someone on these Boards has predicated that the whole thing is being dreamed by the best friend of the protagonist, albeit a friend he hasn't seen for some 20 years. I'm reluctant to dismiss this out of hand but it does raise some viable questions. Why WOULD a telephone engineer - or a shoe salesman or butcher for that matter - WANT to create a mythical world and weave it around a friend populating it in the process with a set of equally mythical supporting characters. With an imagination that good the friend should be WRITING not Dreaming. Dream or not SOMEONE, and the obvious candidate is director Paolo Sorrentino, has created a very watchable world in which Tony Servillo makes stillness a Fine Art. We are asked to believe that forty-something Titta La Girolomo (Servillo) 'upset' the Mafia some years prior to our meeting him and as penance he is a virtual prisoner in a small Swiss hotel from which each week he drives to a local bank with a suitcase containing nine mill large in used notes. Other than this weekly trip he is free to do as he likes and what he likes to do is smoke, play cards with a man who cheats and a wife who reminds the husband how far they have fallen socially, and ignore the friendly overtures of Olivia Magnani, who has spent two years trying to get a smile and/or a 'good evening' out of him. For reasons best known to himself and which are inconsistent with a man who has no interest in anything or anyone, Servillo spends a certain amount of time every day applying a stethoscope to the wall of his bedroom and listening to the private conversations of his card-playing partners. Eventually he does respond to Magnani - he has to do so or they would be no film. This is plot 6f: the one about Destry, who never wears a gun, or Sean (Duke Wayne), the 'Quiet Man' who refuses to rise to provocation and fight until the obligatory scene where the gun is strapped on and the fists cocked - but instead of contenting himself with a polite come stai oggi he removes 100,000 from the suitcase and buys her a car. The final inconsistency occurs when Magnani tells him she will pick him up the following day at 4 pm in her car and they will drive into the mountains to celebrate his birthday. We've established that she lives locally so why she is then seen driving from somewhere miles away, ignoring a police roadblock to drive off the road and overturn the car is anyone's guess. This inconsistencies apart this remains a fine piece of film-making with an excellent lead performance and a very good supporting one.\",\n",
+ " \"Great cult flick for MST-3K types: Richard Boone is a mess -- bad hair, arthritis, even his dark glasses aren't right; about as good as a bad dino-flick can get... actually, that charging saber-toothed Styracosaurus was pretty cool -- maybe Spielberg should take a couple of notes from that one.\",\n",
+ " \"This movie is about sexual obsession. Bette Davis plays Mildred. This is a woman who men are drawn to. Not because she is a nice beautiful girl but because she is a sexual entity. Now the movie does not come out and say that but it is obvious. There is a scene in the movie in which men are all going googly eyes over her. She works as a waitress in a coffee shop, she can't read and she not really anybody to look at but she is a flirt. It is obvious the male customers in that coffee shop are there because of her. One day Phillip a club footed failed painter medical student comes in the shop to say a good word for his friend but he becomes besotted the moment he sees her. He starts buying her things even pays for her apartment. Meanwhile she is seeing other people and she makes no secrets of it. He dreams about her like she is a angel, but she is no angel. He is constantly thinking about her. His med school grades are even failing. So what the nookie is too good. He wants to marry her but she rejects him because she is marrying another guy. She always lets Phil know she really doesn't have love feelings for him all of time. He is heart broken but he meets another woman. They seem fine but it is obvious he is still dreaming of the Bimbo. Mildred does comes back with a baby and unwed. Phillip takes her in again, but she starts going out with a friend of his, the light bulb comes on a little and he kicks her out. She does what she knows works so she tries to seduce him, well it doesn't work and she proceeds to burn his tuition money up. Oh we have a club foot that he has problems about, even though a street teenager who has the same problem tells him to lighten up about it. He meets another girl named Sally we have a March of time montage which shows her aging while he strings her along still waiting for Mildred. Well he has no school tuition, can't find a job. Finally Sally and her dad takes him in. Not before another March of Time montage showing him going downhill. Soon his uncle who raised him dies and he gets money to become a doctor. Meanwhile he finds Mildred needs him again. She has TB. meanwhile he is still leading Sally down the Primrose path about marriage and he takes a job on a steamship. Finally the bimbo dies and Phillip declares he is free now and he will marry Sally. I wished she told him to stuff it. Now I know my take on the characters are not going to get me any points. But I feel Phillip was the bad guy. Yes Mildred is a Strumpet BUT he knows it, and he keeps coming back. Mean while he has two other girlfriends who love him but he treats as appetizers. I guess the sex wasn't as good. But in any case he dogs those women waiting for Mildred. Not only that but the man who gets Mildred pregnant is already married and when Philip asks him what he intends to do about Baby ( apparently the baby's name) he laughs is off, he has no intention in supporting her and Baby and he is wealthy. Sally's father who has 9 children say some pretty nasty things about women but he is said to be a old traditionalist. Philip doesn't seem to refute his feelings either. Men are using Mildred as a Boy Toy but the men in this movie come out as unscathed. Yes she was not a respectable woman but far from a villain. To me it is Philip who was had the real problem and it was his sexual obsession for Mildred.\",\n",
+ " \"When i heard about this movie it was supposed to be the funniest thing i've ever seen, Yes it was funny. I mean i liked it all until the end where...........Oh no i can't tell u should it for yourself. It is funny except. The vulgar language. That's why i say if u like movies that r funny in sexual ways watch it , but if not don't waist ur money on renting it or buying it.\",\n",
+ " 'Somerset Maugham\\'s characters are brought to life in RKO\\'s \"Of Human Bondage\"; but the movie is a too skeletal version of the novel, with Bette Davis\\' star-making performance sucking up all of the energy. Otherwise, it\\'s the story of Leslie Howard (as Philip Carey); he dreams of becoming a painter, but is told he has no talent for the arts. As the film progresses, Mr. Howard\\'s struggles, instead, to become a doctor. His efforts seem to indicate some bad advice regarding the arts; though successful in medicine, his painting seemed easier - also, note the symbolism of his disability, a \"club foot\" (explained in the film).<br /><br />Along the way (right away, in this version), Howard becomes infatuated with waitress Davis (as Mildred Rogers). Davis\\' characterization of \"Mildred\" is extraordinary, culminating in a spectacular speech, when she tells Howard, among other things, that she had to \"WIPE MY MOUTH!\" after kissing him. Howard also performs well, but the story fails to explain his prolonged fascination and love for Davis; so, their performances are wasted. <br /><br />Still, a film to watch for the acting, including some good supporting players. Bette Davis\\' characterization was famous for inspiring a \"write-in\" campaign for the 1934 \"Best Actress\" Academy Award. For the record, she placed third. The results were: <br /><br />1. Claudette Colbert - \"It Happened One Night\" <br /><br />2. Norma Shearer - \"The Barretts of Wimpole Street\" <br /><br />3. Bette Davis - \"Of Human Bondage\" <br /><br />4. Grace Moore - \"One Night of Love\" <br /><br />******* Of Human Bondage (6/28/34) John Cromwell ~ Leslie Howard, Bette Davis, Reginald Denny',\n",
+ " \"I thought the racism and prejudice against Carl Brashear was grossly overdramatized for Hollywood effect. I do not believe the U. S. Navy was ever that overtly racist. I cannot imagine a full Captain, the Commanding Officer, ever telling his Chief to intentionally flunk anyone. Certainly not at the risk of his life. And there has never been a Chief Petty Officer as unabashedly prejudice against everybody but WASPs as DeNiro's character. No Chief as slovenly and drunken as he was played would have ever risen to Master Chief in the first place. Cuba Gooding saved an otherwise badly done movie.\",\n",
+ " '**SPOILERS AHEAD**<br /><br />It is really unfortunate that a movie so well produced turns out to be<br /><br />such a disappointment. I thought this was full of (silly) clichés and<br /><br />that it basically tried to hard. <br /><br />To the (American) guys out there: how many of you spend your<br /><br />time jumping on your girlfriend\\'s bed and making monkey<br /><br />sounds? To the (married) girls: how many of you have suddenly<br /><br />gone from prudes to nymphos overnight--but not with your<br /><br />husband? To the French: would you really ask about someone<br /><br />being \"à la fac\" when you know they don\\'t speak French? Wouldn\\'t<br /><br />you use a more common word like \"université\"? <br /><br />I lived in France for a while and I sort of do know and understand<br /><br />Europe (and I love it), but my (German) roommate and I found this<br /><br />pretty insulting overall. It looked like a movie funded by the<br /><br />European Parliament, and it tried too hard basically. It had all<br /><br />sorts of differences that it tried to tie together (not a bad thing in<br /><br />itself) but the result is at best awkward, but in fact ridiculous--too<br /><br />many clashes that wouldn\\'t really happen. Then the end of the<br /><br />movie--the last 10 minutes--ruined all the rest. Why doesn\\'t Xavier<br /><br />talk to the Erasmus students he meets back in Paris? Why does<br /><br />he just walk off? Why does he just run away from his job, is that<br /><br />\"freedom\"? And in the end, is the new Europe supposed to rest on<br /><br />a bunch of people who smoke up and shag all day? Is this what<br /><br />it\\'s made up of? <br /><br />Besides, the acting was pretty horrible. I can\\'t believe Judith<br /><br />Godrèche\\'s role and acting. Why was she made to look like<br /><br />Emanuelle Béart so much? At first I thought Xavier was OK but<br /><br />with retrospect I think he was pretty bad. <br /><br />And that\\'s all really too bad, because technically (opening credits,<br /><br />scenes when he\\'s asking what papers he needs) it was really<br /><br />good (except for sound editing around the British siblings), and the<br /><br />soundtrack was great too. So the form was good, but the content<br /><br />pretty horrible.',\n",
+ " 'I could not take my eyes off this movie when it showed up on cable. The dialogue and costumes are of a quality most readily associated with soft-core porn. In this case the expedient plot serves as a vehicle not for sex but for serial thrashings with nunchuks. (Perhaps for sex as well, but not on Indian TV, anyway.)<br /><br />Not being a fan of the genre I couldn\\'t place Jeff Wincott, and had no leads to search from. Only once Brigitte Nielsen traded in her futuristic-nurse coif (so mayoral!) for the high-top fade we remember from Beverly Hills Cop II did I make the positive ID on her.<br /><br />This movie will no doubt entertain any admirer of early 90\\'s couture or nod-and-wink schlock à la Paul Verhoeven. Can we add a genre tag for \"so-bad-it\\'s-good\"?',\n",
+ " 'I am from Sweden and i have just seen this movie and the thing is that i thought it was okay. I have seen many bad comments about it but you must remember that a lot of people that watch this two parts miniseries are located all over the world and not just in USA. Also remember that not everyone has ever heard of the film made in the 60:s and maybe not in the events(murders). And even more...that it can be hard to find the original movie and if so there always be people around that doesn\\'t like black/white films. This one feels fresh and in color and will find its public. Its 12 years old now but i just saw it for the first time. I will try to find the first one if i can to compare them but i haven\\'t seen it anywhere in Sweden. Ofcorse there is internet but not for anyone in the world. The thing here is that this is mostly part of an American crime-history and was big in the 50-60:s in just USA but in rest of the world it just past by i guess. Well it was told about for some time but 40 years later it will fade away in for example Europa cause time goes by. We had our own problems and crimes so if someone will do a remake of the film and put it back in some light again its not a bad idea at all. A new generation can take part of this horrible story and even the film about Capote that was released just a few years ago witch was a pretty good film too i think. It will boost interest to the events that took place some 50 years ago and maybe stop it to fall in sleep. It started me up and now i am looking for the Robert Blake-version so it wasn\\'t that bad...huh? This are my opinions. Some people will of course disagree but hey...its okay. Sometimes there will be okay with remakes on old films. Its not every time the old ones are that good. The film-making techniques has developed a lot and scenes can be made more realistic if they want today. Its always a question of money of course. There has been so many movies that were made in the \"good old days\" but there were also money missing, bad directors etc, and they remakes them today (50 years later) and suddenly they are okay to watch. My friend got this box of old classic horror-movies and s/f and i cant say i was impressed of the so called good old days. Most of them you cold put in the trashcan directly. They were so bad that we just sat there like zombies...could not move...like brain-dead. I cant recommend them to anyone. Some of them i have seen remakes of and i remember liking them...but not the originals. They were just painful awful. This is like the old story of who was the best Bond...Moore or Connery...I think if you see Roger Moore first you maybe find him the one to trust or like... Thanks for me and i am sorry for my English, thats not so good. /Lars from Sweden',\n",
+ " \"If you want to see a brilliant performance of Mikado, played to perfection with expert timing and panache, don't watch this version. If you want to see a hammy version with Eric Idle strutting around in 1930's english gentlemen's private club society, this is the one to watch. It's a lot of fun and a good intro to Gilbert and Sullivan, but after this, rush out and rent the Canadian Stratford version. You'll see the difference between good and great. Nobody does G&S better than Brian McDonald and the Stratford group.\",\n",
+ " 'Blood Castle (aka Scream of the Demon Lover, Altar of Blood, Ivanna--the best, but least exploitation cinema-sounding title, and so on) is a very traditional Gothic Romance film. That means that it has big, creepy castles, a headstrong young woman, a mysterious older man, hints of horror and the supernatural, and romance elements in the contemporary sense of that genre term. It also means that it is very deliberately paced, and that the film will work best for horror mavens who are big fans of understatement. If you love films like Robert Wise\\'s The Haunting (1963), but you also have a taste for late 1960s/early 1970s Spanish and Italian horror, you may love Blood Castle, as well.<br /><br />Baron Janos Dalmar (Carlos Quiney) lives in a large castle on the outskirts of a traditional, unspecified European village. The locals fear him because legend has it that whenever he beds a woman, she soon after ends up dead--the consensus is that he sets his ferocious dogs on them. This is quite a problem because the Baron has a very healthy appetite for women. At the beginning of the film, yet another woman has turned up dead and mutilated.<br /><br />Meanwhile, Dr. Ivanna Rakowsky (Erna Schürer) has appeared in the center of the village, asking to be taken to Baron Dalmar\\'s castle. She\\'s an out-of-towner who has been hired by the Baron for her expertise in chemistry. Of course, no one wants to go near the castle. Finally, Ivanna finds a shady individual (who becomes even shadier) to take her. Once there, an odd woman who lives in the castle, Olga (Cristiana Galloni), rejects Ivanna and says that she shouldn\\'t be there since she\\'s a woman. Baron Dalmar vacillates over whether she should stay. She ends up staying, but somewhat reluctantly. The Baron has hired her to try to reverse the effects of severe burns, which the Baron\\'s brother, Igor, is suffering from.<br /><br />Unfortunately, the Baron\\'s brother appears to be just a lump of decomposing flesh in a vat of bizarre, blackish liquid. And furthermore, Ivanna is having bizarre, hallucinatory dreams. Just what is going on at the castle? Is the Baron responsible for the crimes? Is he insane? <br /><br />I wanted to like Blood Castle more than I did. As I mentioned, the film is very deliberate in its pacing, and most of it is very understated. I can go either way on material like that. I don\\'t care for The Haunting (yes, I\\'m in a very small minority there), but I\\'m a big fan of 1960s and 1970s European horror. One of my favorite directors is Mario Bava. I also love Dario Argento\\'s work from that period. But occasionally, Blood Castle moved a bit too slow for me at times. There are large chunks that amount to scenes of not very exciting talking alternated with scenes of Ivanna slowly walking the corridors of the castle.<br /><br />But the atmosphere of the film is decent. Director José Luis Merino managed more than passable sets and locations, and they\\'re shot fairly well by Emanuele Di Cola. However, Blood Castle feels relatively low budget, and this is a Roger Corman-produced film, after all (which usually means a low-budget, though often surprisingly high quality \"quickie\"). So while there is a hint of the lushness of Bava\\'s colors and complex set decoration, everything is much more minimalist. Of course, it doesn\\'t help that the Retromedia print I watched looks like a 30-year old photograph that\\'s been left out in the sun too long. It appears \"washed out\", with compromised contrast.<br /><br />Still, Merino and Di Cola occasionally set up fantastic visuals. For example, a scene of Ivanna walking in a darkened hallway that\\'s shot from an exaggerated angle, and where an important plot element is revealed through shadows on a wall only. There are also a couple Ingmar Bergmanesque shots, where actors are exquisitely blocked to imply complex relationships, besides just being visually attractive and pulling your eye deep into the frame.<br /><br />The performances are fairly good, and the women--especially Schürer--are very attractive. Merino exploits this fact by incorporating a decent amount of nudity. Schürer went on to do a number of films that were as much soft corn porn as they were other genres, with English titles such as Sex Life in a Woman\\'s Prison (1974), Naked and Lustful (1974), Strip Nude for Your Killer (1975) and Erotic Exploits of a Sexy Seducer (1977). Blood Castle is much tamer, but in addition to the nudity, there are still mild scenes suggesting rape and bondage, and of course the scenes mixing sex and death.<br /><br />The primary attraction here, though, is probably the story, which is much a slow-burning romance as anything else. The horror elements, the mystery elements, and a somewhat unexpected twist near the end are bonuses, but in the end, Blood Castle is a love story, about a couple overcoming various difficulties and antagonisms (often with physical threats or harms) to be together.',\n",
+ " 'L\\'OSSESSA, also known as THE TORMENTED or THE SEXORCIST, or the ridiculously titled THE EERIE MIDNIGHT HORROR SHOW, is a forgotten EXORCIST rip-off which contains one of the best horror moments I\\'ve ever seen. The scene is when the crucifix comes alive. This great spooky scene is unforgettable and totally effective (great FXs). It\\'s a shame the rest of the movie doesn\\'t maintain the level of creepiness exemplified during that scene.<br /><br />This is one of the most frustrating movies ever. Imagine the producers deciding to to make an EXORCIST copy but while making it, they actually succeed in creating something truly original (a possessed sculpture of crucified man, which is shocking when you think about it) but then completely forgets their original idea in order to make a boring and uninspired EXORCIST rip-off. Had the film continued with the possessed sculpture concept (with the characters trying to destroy it, etc), this film would have rocked. But once the girl becomes possessed by the spirit of the sculpture, she never tells anyone from where the demon came from. She, and the script, completely forgets the haunted crucifix, which is STUPID!!!<br /><br />If you like so-called \"Euro-cult\" movies, the first 45 minutes deliver unlike any other Euro-cult movies. But after the scene when the girl has a vision of being crucified and she gets stigmatas, the remaining 45 minutes SUCK. Boring. It goes nowhere fast as it tries to emulate (badly) THE EXORCIST. So, watch the first 45 minutes of L\\'OSSESSA and enjoy the 1970s fashions, the sleaze and the amazing statue-comes-alive-to-ravish-the-girl scene but after the first 45 minutes, press stop and eject, and might as well go clip your toenails.',\n",
+ " 'I thought How The Grinch Stole Christmas was a pretty good movie.It wasn\\'t horrible, nor was it great, but it was enjoyable to watch.I felt as if Jim Carrey got a little annoying at times.They made the Grinch seem like a special education person, when all he needed to be was evil and devious, but yet he turned out kind of retarded.I did think the scenery, when not inside the Grinch\\'s cave, was beautiful, and there was a few parts where I laughed, but most of the time I thought it was just annoying.This movie could\\'ve been \"SO\" much better if they had changed the Grinch\\'s personality, and they had included some more laugh scenes, because most of the humor wasn\\'t funny.I liked How The Grinch Stole Christmas anyway, but it\\'s not anything to get excited about seeing.',\n",
+ " 'This time around, Blackadder is no longer royal(or even particularly close to being any such thing)... instead, rather a butler to the Prince Regent, portrayed by Hugh Laurie(who replaces Tim McInnerny, who presence is sorely missed, and that hole is never filled... his character had an innocent charm... while he was a bumbling and complete moron, we can\\'t help but care for him, which isn\\'t at all true of his replacement) as being intolerably daft(which he apparently was, according to the Trivia page), not to mention loud-mouthed and utterly non-threatening. Edmund can now do just about what he pleases, and does so. Why is he so frustrated and angry(honestly, it gets depressing at times)? Yes, his master is a buffoon, they always are. He doesn\\'t seem to lack money, nor is he in any danger. In the second series, the Queen was mischievous and childish, and would cut off someone\\'s head - or marry them - on a whim. Here there is simply never enough at stake for any of the conflict to be exciting and interesting. There is still commentary and even a little satire. Too often, it seems as if they thought that the history was funny enough on its own, so they merely restate it, not bothering to actually turn the facts into jokes or gags. And I can\\'t tell you how many of them I figured out before they were done, literally more than a minute away. It\\'s not usually a positive when you know the punchline before it is delivered. Baldrick doesn\\'t change from last season... he\\'s still rather pathetic and stupid, leading to \"silly\" humor. Frankly, the amount goes through the roof. Don\\'t get me started on the gross-out stuff. The sarcastic, verbal wit can still be great, though much less of it is than before. I\\'d say about half of the episodes were rather amusing and downright funny, while the other three didn\\'t really get me into them at all. I was disappointed in how predictable some of the plots and developments thereof were... I could see many of such coming a mile away. Some of the material tries way too hard to be funny and winds up coming across as incredibly forced. This continues with the tradition started by \"II\" of letting the plans work out occasionally. The theme is the worst of the bunch, the credits sequences the least creative. All in all, this is, by far, my least favorite of the four. I recommend it to fans of the franchise and of British comedy in general. 7/10',\n",
+ " \"Ernest Borgnine was so wasted in this movie.There was no point in putting this great actor in this movie.One of the greatest actors in the world wasted,and for what reason, none what so ever,so america if you want to put classic actors in movies DON'T WASTE THEM\",\n",
+ " 'Paul Bettany did a great role as the tortured father whose favorite little girl dies tragically of disease. For that, he deserves all the credit. However, the movie was mostly about exactly that, keeping the adventures of Darwin as he gathered data for his theories as incomplete stories told to children and skipping completely the disputes regarding his ideas.<br /><br />Two things bothered me terribly: the soundtrack, with its whiny sound, practically shoving sadness down the throat of the viewer, and the movie trailer, showing some beautiful sceneries, the theological musings of him and his wife and the enthusiasm of his best friends as they prepare for a battle against blind faith, thus misrepresenting the movie completely.<br /><br />To put it bluntly, if one were to remove the scenes of the movie trailer from the movie, the result would be a non descript family drama about a little child dying and the hardships of her parents as a result. Clearly, not what I expected from a movie about Darwin, albeit the movie was beautifully interpreted.',\n",
+ " \"There's some very clever humour in this film, which is both a parody of and a tribute to actors. However, after a while it just seems an exercise in style (notwithstanding great gags such as Balasko continuing the part of Dussolier, and very good acting by all involved) and I was wondering why Blier made this film. All is revealed in the ending, when Blier, directing Claude Brasseur, gets a phone call from his dad (Bernard Blier) - from heaven, and gets the chance to say how much he misses him. An effective emotional capper and obviously heartfelt. But there isn't really sufficient dramatic tension or emotional involvement to keep the rest of the film interesting throughout it's entire running time. Some really nice scenes and sequences, however, and anyone who likes these 'mosntres sacrés' of the French cinema should get a fair amount of enjoyment out of this film.\",\n",
+ " 'Ladies and gentlemen, we\\'ve really got ourselves a winner here. Actually we don\\'t, but boy is this film an often hilarious and always entertaining horrible hoot of a stinker. Poor Alma (fetching Julia Ruiz) is suffering from an ancient Mayan curse that causes lethal poisonous snakes to grow inside of her body. Alma and her deranged shaman husband Brujo (Alby Castro, who feverishly overacts with delicious eye-rolling intensity) stowaway on a train that\\'s bound for Los Angeles. Naturally, a bunch of deadly vipers get lose so they can terrorize the motley assortment of passengers. The Mallachi Brothers, working from an absurd script by Eric Fosberg, treat the ridiculous premise straight, thereby creating a wonderfully wretched piece of deliriously campy cheese. The cruddy CGI effects, the pathetically unfrightening common variety Gardner snakes (there\\'s would-be scary rattlesnake noises added to the soundtrack to imbue them with a faint sense of otherwise nonexistent menace), the plodding pace, the total dearth of any tension or momentum, the obvious rickety stage-bound train set, and especially the simply astonishing \"you gotta be kiddin\\' me!\" over-the-top preposterous ending are all downright awesome in their very jaw-dropping awfulness. Better still, we also got game (if lame) acting from a no-name cast, a nice smidgen of tasty gratuitous female nudity, a funky hum\\'n\\'shiver score, and plenty of extremely gross and grotesque make-up f/x. Bonus points for the fact that the token irritatingly cutesy little girl gets eaten by a large reptile and for the stoner engineer who gets caught smoking crack out of a hollow light bulb (!?). An absolute gut-buster of a kitsch howler.',\n",
+ " 'This show was crap when it first came on. The first actress that played the daughter didn\\'t fit the role, the writing was hit or miss, and Damon Wayans CLEARLY wasn\\'t comfortable doing such a cornball family friendly show. The chemistry between himself and Tisha Cambell (they\\'re long time friends, as are all of the Wayans clan with Tisha\\'s husband and Will Smith and Jada Pinkett) DID work so they retooled the show. Once it returned, they recast the daughter, made the son much dumber (a la Eric from \"Boy Meets World\")and made the youngest daughter into a genius...(later they gave her a little genius boyfriend to do comedic guest appearances). The show, while if often rollercoasters from over the top buffoonery to being corny walks the line enough to keep it as a show that you can see Damon Wayans be comfortable in his own skin on the set (especially since the main writers, directors and consultants were ALL members of the Wayans family) AND in his character. Once everyone had been on the show for a while, they worked to everyone in the casts strengths and were able to make a consistently funny show on the air.<br /><br />However, there is TOO MUCH buffoonery, too many over the top antics, and oftentimes too much chaos happening in the life of the Kyle family. They made Junior TOO STUPID, they also made the eldest daughter an attractive, clumsy idiot from time to time and the youngest daughter wasn\\'t even spared by the writers. I feel they jumped the shark and signed the shows death warrant when Junior got his girlfriend pregnant, she moved in and he married her and her parents were introduced (Junior\\'s wife\\'s father\\'s character makes me WINCE just thinking about him). The show remained funny...but it was a UPN show on ABC if that makes any sense to the reader.<br /><br />The reruns are funny enough, but I\\'m relieved it\\'s over...there was nowhere left to go with it. When it\\'s bad it\\'s REALLY BAD. It tends to be cornball at times but at least he was a black man who had a sitcom make it to syndication on a major network..Who can say that for themselves now? (Given the CW merger and the \"brownout\" on TV networks lately, that is). One.',\n",
+ " 'Remember - before there was Sidney, there was Dudley.<br /><br />Dudley Digges is barely recalled today - because his heyday as a fixture in sound movies was the late 1920s and through the 1930s. Except for one major performance: the ship\\'s good natured, if tipsy doctor in the 1935 MUTINY ON THE BOUNTY, most of his films are barely revived. More\\'s the pity because he was a wonderful actor. In 1931 he played Casper Gutman (the original actor to play that villain) opposite Ricardo Cortez\\'s Sam Spade in the first THE MALTESE FALCON. Similarly, about the same time, he played the recording angel in Leslie Howard\\'s version of OUTWARD BOUND - the same role that Sidney Greenstreet tackled in BETWEEN TWO WORLDS a decade later.<br /><br />Digges could be likable and lovable (that ship\\'s doctor again), or detestable (in CHINA SEAS, as the judgmental First Mate sneering at poor Lewis Stone but then proving he\\'s as big a coward in a moment of crisis). He held his own against Paul Robeson in THE EMPEROR JONES. He is the Chinese freedom fighter working with Gary Cooper in THE GENERAL DIED AT DAWN. Digges could do anything. <br /><br />Here, he is Mr. Thompson, the hypocritical and thieving warden of a reform school that Frankie Darro and his friends are sent to for committing a robbery and injuring a Greek-American store owner (it is the latest incident for most of them). Digges is as bad here as in CHINA SEAS, but it is a close thing to totally dislike him. He\\'s able to somehow transcend his roles...more later about that.<br /><br />Darro has a gang of urban delinquents (including a Jewish boy and \"Farina\" from \"OUR GANG\"). As pointed out in another review, it is a prototype of the Bowery Boys. We see them shake down car owners to pay them to \"watch and protect\" their autos. When one guy won\\'t do it, they calmly wreck his car. The snatch and grab robbery at the store of the Greek-American is also rather graphically shown - his skull getting fractured when pushed. <br /><br />The boys are rounded up and brought before stern but decent judge Arthur Byron, who realizes that he can\\'t leave the kids with their parents: the parents are unable to watch them, or are incompetent. Unfortunately there are three racial stereotypes in this sequence: a Jewish father who is more concerned with his business than with his son, Farina\\'s stereotype \"Yassum\" father, and the an Italian father whose willingness to cooperate gets his son out of going to the reform school.<br /><br />Once there the boys find the regime oppressive. Occasionally one of the guards or the nurse (Madge Evans) tries to speak up for them. But Digges has no time for coddling. His is a regime determined to break the boys so they behave themselves. Unfortunately, Digges and his bookkeeper partner are greedy. They have been serving inferior food to the boys and pocketing the profit. <br /><br />One day a new official comes from the state to look at the reform school. It\\'s Jimmy Cagney, who is a hack ward heeler whose gang got the vote out for Edward Maxwell. As a reward (he could not get the Park Commissioner post) Cagney was made an Assistant school inspector. He is supported by his hanger-on pal and factotum Allan Jenkins (in his first Warner Brother film). <br /><br />The irony is that if Digges were a bit more careful, Cagney would probably have let him continue running things. But Cagney arrives to see Darro brought to Digges for fighting. The Warden and Darrow have had problems about respect earlier, and Digges now intends to punish Darro who flees - but get seriously injured by Digges\\' barbed wire fences and his free use of a whip. Cagney stops Digges and lets Evans treat Darro\\'s injuries. And she explains the reality of the situation to Cagney, and her own idea of real reformatory reform of the boys by building up trust in them with responsibility.<br /><br />The film follows this to the end, showing that Cagney and Evans are on the right path, turning the reformatory as a \"republic\" for the boys to run properly. This leads to conflict with Digges, whose profiteering is reduced as he is no longer getting supplies. But the scheme is derailed when Cagney himself finds he may be in serious trouble with the law. Digges sees his opportunity and fully takes it. But then he goes too far...far more than he ever bargained for.<br /><br />The 1930s had many films showing kids taking steps to right wrongs and change things. Darro appeared in such as WILD BOYS OF THE ROAD. Cecil B. De Mille did THIS DAY AND AGE, where the kids teach a lesson to a gangster played by Charles Bickford that scares the hell out of him. So it went in the 1930s. THE MAYOR OF HELL reaches a similar intensity of vengeance and juvenile justice seeking. But that\\'s the one problem of the film. Digges\\' character is a knave and hypocrite, so we never really cheer for him, yet if he wasn\\'t a thief we might go along with his view (even if it is counter-productive). The scenes at the start of Darro and his gang preying on people actually make the harshness Digges would follow seem fairly understandable (even if his thieving ways are not). Also he has one moment when he\\'s justifiably angry at Cagney - at that point in hiding from his own clash with the law - giving orders over a phone from long distance to a befuddled Digges. When Digges learns what\\'s actually happened he is justifiably furious at Cagney lecturing him about proper behavior. It is the closest thing to making Mr. Thompson sympathetic in this fine movie.',\n",
+ " \"After viewing several episodes of this series, I have come to the conclusion that television producers are completely devoid of any form of originality. Here is an old science fiction standby, ingeniously wrapped in the form of a truly original concept - and still they can only -almost - make it work.<br /><br />The dialog is good! The male actors are reasonably proficient at their professions. Most of the characters are well drawn, with special kudos to the hero and his more than likeable side-kick. And most of the episode plots come across as palatable. So what could be wrong? How about the, the female characters and the cosmeticly perfect actresses who are chosen to portray them. <br /><br />The producers insist on portraying the female characters in this - almost good - series, in a manner that makes the end product appear to be a misplaced cheerleader. Why, I ask, why?<br /><br />The episodes all fall flat whenever the female guest star or recurring character comes on screen. These actresses are all totally unbelievable in their roles, and you don't actually have to see them to know they are incapable of their acting assignments. A blind person could tell. Just listen to them talk. They deliver their dialog with all the drama and effect of a 16 year old at the high school prom. Who would believe these women are Phd scientist, senators, corporate executives and medical doctors?<br /><br />In a nut shell, if the producers have their choice of a Stockard Channing or a Morgan Fairchild, guess who they'll choose - every time? And of course, the series suffers for it. Too bad!\",\n",
+ " \"...dislike this movie and everyone would understand why. The plot is poor, so is the acting. But in my opinion it is better than Halloween 5, although even this does not give many surprising moments. A few scenes are really well directed. But these few moments do not deliver the reason to rent it. I do not despise violence in movies, but H6 features extraordinary strong and bloody scenes which do not fit to the tradition of the Halloween-Movies. The most sucking aspect about H6 is the lack of tension. No comparison to the first masterpiece.<br /><br />Halloween 6 only gets 4 out of 10 stars from me. If you want, rent it. But don't expect a great horror-experience....<br /><br />\",\n",
+ " \"Child 'Sexploitation' is one of the most serious issues facing our world today and I feared that any film on the topic would jump straight to scenes of an explicitly sexual nature in order to shock and disturb the audience. After having seen both 'Trade' and 'Holly', one film moved me to want to actually see a change in international laws. The other felt like a poor attempt at making me cry for five minutes with emotive music and the odd suicide. <br /><br />I do not believe that turning this issue into a Hollywood tear jerker is a useful or necessary strategy to adopt and I must commend the makes of 'Holly' for engaging subtly but powerfully with the terrible conditions these children are sadly forced to endure. 'Trade' wavered between serious and stupid with scenes involving the death of a cat coming after images that represented children being forced to commit some horrendous acts. I found this unengaging and at times offensive to the cause. If I had wanted a cheap laugh I would not have signed up for a film on child trafficking. <br /><br />For anyone who would like to watch a powerful film that actually means something I would suggest saving the money on the cinema ticket for the release of 'Holly'.\",\n",
+ " \"Stupidly beautiful. This movie epitomizes the 'so bad it's good' genre of films. <br /><br />The only two talents in it are Richard Boone and Joan van Ark, and only Boone is any good. It's kind of sad that the man who rose to fame as Paladin should wind up in this ugly pile of celluloid. While he turns in a fantastic performance, I couldn't help but feel that he so outclassed all his fellow actors in this piece that he shouldn't even have been there.<br /><br />The effects in this film are laughable, but fun. The idea of a dinosaur being buried in the wall of a cave and suddenly coming to life is B-movie gold. When the 'triceratops' gets killed, watch how it falls. It's clear that the stunt performer in the FRONT of the costume knows the timing best. He falls to the ground, well before the back half of the dinosaur follows suit.<br /><br />Speaking of 'suits', there is nothing good to say about the purple tyrannosaur, in this flick. It seems to have some kind of stealth technology, since Bunta (reputed to be the best tracker in the world) twice fails to notice it until it's within biting range of him. I don't know how all the prints are, but in the version I own, the Tyranno's roar contains Godzilla's trademark bellow.<br /><br />This is loads of fun, to watch, if you like bad movies. I love them, and especially bad monster movies, so I consider this the gem of my collection. If bad movies are your thing, definitely get this one.\",\n",
+ " \"Time paradoxes are the devil's snare for underemployed minds. They're fun to consider in a 'what if?' sort of way. Film makers and authors have dealt with this time and again in a host of films and television including 'Star Trek: First Contact', the 'Back to the Future' trilogy, 'Bill and Ted's Excellent Adventure', 'Groundhog Day' and the Stargate SG1 homage, 'Window of Opportunity'. Heinlein's 'All You Zombies' was written decades ago and yet it will still spin out people reading that short story for the first time.<br /><br />In the case of Terry Gilliam's excellent film, '12 Monkeys', it's hard to establish what may be continuity problems versus plot elements intended to make us re-think our conception of the film. Repeated viewings will drive us to different conclusions if we retain an open mind.<br /><br />Some, seeing the film for the first time, will regard Cole, played by Bruce Willis, as a schizophrenic. Most will see Cole as a man disturbed by what Adams describes as 'the continual wrenching of experience' visited upon him by time travel.<br /><br />Unlike other time travel stories, '12 Monkeys' is unclear as to whether future history can be changed by manipulating events in the past. Cole tells his psychiatrist, Railly (Madeleine Stowe), that time cannot be changed, but a phone call he makes from the airport is intercepted by scientists AFTER he has been sent back to 1996, in his own personal time-line.<br /><br />Even this could be construed as an event that had to happen in a single time-line universe, in order to ensure that the time-line is not altered...Cole has to die before the eyes of his younger self for fate to be realized. If that's the case, time is like a fluid, it always finds its own level or path, irrespective of the external forces working on it. It boggles the mind to dwell on this sort of thing too much.<br /><br />If you can change future events that then guide the actions of those with the power to send people back in time, as we see on board the plane at the end of the film, then that means the future CAN be changed by manipulating past events...or does it? The film has probably led to plenty of drunken brawls at bars frequented by physicists and mathematicians\",\n",
+ " '*The whereabouts of Al Capone<br /><br />*Who shot JFK?<br /><br />*Cynthia Gibb lands the part of \"Gypsy\" in the TV remake<br /><br />These are some of the great unsolved mysteries of the 20th century. How else can I say it, except, I thought she was unredeemingly awful. Mannequin mannerisms, poor reactionary acting (ie: that blank, stoic stare while he co-star in the scene speaks)and a singing voice that most voice coaches would rate \"mediocre\". But she is stunningly gorgeous and after all, wasn\\'t that what the Gypsy character is all about? Cashing in on her looks cuz\\' she didn\\'t cut the mustard in the talent department?<br /><br />As for the rest... Bette is fantastic. Whether or not she\\'s playing herself or playing Mama Rose, it works either way, and I for one thought Rosalind Russell was as exciting as drywall in the original. Peter Riegart as \"Herbie\" is the perfect understated foil to Bette\\'s over-the-top Mama, and he\\'s the medium-temperature porridge between Midler\\'s hot dish and Gibb\\'s stone cold mush. Riegart is juuuust right.<br /><br />One final holler to the man responsible for decades to come of Cher jokes: Bob Mackie. Drag queens would kill for the glitz and glamour on display here. Everything\\'s coming up sequins and bugle beads!<br /><br />',\n",
+ " '\"The Mayor Of Hell\" has the feel of an early Dead End Kids film, but with a much harder edge and very few light spots, preceding the first appearance of the Dead Enders by four years. James Cagney has a full screen opening credit, even though technically, the \\'mayor\\' of the movie\\'s title is actually portrayed by Frankie Darro, one of several boys sent to reform school during the opening scenes. Darro\\'s character is Jimmy Smith, a young tough who\\'s befriended by \\'Patsy\\' Gargan (Cagney), and is elected to the position when Gargan takes a chance at humanizing conditions at a state reformatory.<br /><br />Warner Brothers made a lot of these types of films, attempting to provide a conscience of sorts in an era that only too well knew about the effects of crime and poverty. This movie is quite gritty, with no apologies for ethnic stereotyping, as in the submissive posture of a black father in court or the way a Jewish kid gets to run a candy shop in the reform school. The rules at the reformatory are simple enough - work hard and keep your mouth shut; step out of line and you answer personally to Warden Thompson (Dudley Digges).<br /><br />Cagney\\'s role in the story seems somewhat ambiguous, since even though he makes a serious effort to improve conditions inside the reformatory, on the outside he\\'s still nominally in control of a criminal racket. The film\\'s attempt to juggle this dichotomy falls short in my estimation, the finale attempts to wrap things up in a neat package as Gargan awaits the outcome of a near fatal shooting of one of his henchmen. Not exactly the kind of role modeling one would look for in a film like this.<br /><br />Warner Brothers would sanitize some of the elements of this story in a 1938 remake titled \"Crime School\", featuring Humphrey Bogart in the Cagney role, and Billy Halop in the Frankie Darro part. If you\\'re partial to the Dead End Kids you\\'ll probably like the latter film better, since it also offers familiar faces like Leo Gorcey, Huntz Hall, Bobby Jordan and Gabriel Dell. However the ending is somewhat muddied in that one too, with Bogart\\'s warden character involved in a cover up of a prison breakout. Both films offer a romantic interest for the lead characters, in \\'Mayor\\', Madge Evans is a reform minded nurse that falls for Cagney\\'s character.<br /><br />Curiously, a lot of James Cagney\\'s early films aren\\'t commercially available, so you\\'ll have to keep your eyes peeled for a screening on Turner Classics, or source the film from a private collector. Personally, I can\\'t get enough of this kind of stuff, and find intriguing points of interest in the films of all genres from the Thirties and Forties.',\n",
+ " \"Story involves ancient demon being released upon a small town on Halloween night. In all my life I have never seen such a cheesy film, but it is so d**m entertaining you can forgive its bad acting, effects, direction, and script. This is the best movie created for the Halloween season since the original Halloween. And when they introduce Linnea Quigley's character for the first time, she is butt naked in the shower for like 5 mins. Goodness they just don't get any better than this. Rush and buy this tape right away. 5/10\",\n",
+ " \"I grew up in Winnipeg and saw the treatment of the natives almost everyday. There are good and bad in EVERY race, why make them all out to be bad? That goes for all races today. John Harper was an educated man, he graduated from high school, he even had a year of university under his belt before going back to the reserve. How do I know this? John Harper lived with my family for the 3 years he was in high school, and he kept in contact with us the year after graduation. He was a kind and gentle soul, he could be fun loving and he could be serious when the times were right. I wasn't very old when he left our house, but I can still remember all the times he helped me with my homework when my own brother couldn't be bothered. He even taught grade 3 the year before he came to Winnipeg. None of this is mentioned in the movie, and the suicide of constable cross is an admission of guilt as far as I'm concerned. What happened to John is unforgivable, not only in the native community, but also in the white community. Not everyone in Winnipeg think like the police do, I knew the person inside, and what he was like as a PERSON, not an Indian!\",\n",
+ " \"black tar can't be snorted there's a documentary: dark end of the street about s.f. street punks and b.t. abuse - not bad - quite heavy. in wasted there's this stuff that looks like coke but should be something else... no big deal. black tar can't be snorted there's a documentary: dark end of the street about s.f. street punks and b.t. abuse - not bad - quite heavy. in wasted there's this stuff that looks like coke but should be something else... no big deal. black tar can't be snorted there's a documentary: dark end of the street about s.f. street punks and b.t. abuse - not bad - quite heavy. in wasted there's this stuff that looks like coke but should be something else... no big deal.\",\n",
+ " \"In the early to mid 1970's, Clifford Irving proposed to write the ultimate biography of Howard Hughes,claiming to have spent months preparing for the book,engaged in interviews with the reclusive millionaire. When all of this turned out to be false,Irving was accused of perjury & spent several years behind bars (although always admitting his findings were accurate). Flash forward to 20001,several months prior to September 11th, a book,entitled 'Forbidden Love' (published in the U.S. as 'Honor Lost:Love And Death In Modern Day Jordan') by a previously unknown author by the name of Norma Khouri,a woman from Jordan,who reported on the death by mercy killing of her best friend Dalia,due to the fact that Dalia,being from a devout Muslim background,was dating a Christian man. It,like Irving's biography on Hughes was revealed as a potential hoax. Australian film maker,Anna Broinowski attempts to delve into the quagmire that was Khouri's attempts to clear herself of the lie(s). Over the time frame of 104 minutes,the film attempts to reveal is Norma Khouri telling the truth,or is she just a compulsive liar,with an agenda/vendetta of her own?. Interview footage with those who know/knew her (including an ex husband,her publisher,and others) tell their side of the story. This is a toothsome,well produced documentary that manages to point many fingers at just as many potential guilty parties. Not rated,but contains pervasive bad language & a re-enactment of the grisly murder scene,played over a few times (but nothing nearly as graphic & disturbing as what one would see in the latest torture porn epic,such as Saw:Part 84). Not a good choice for the little ones.\",\n",
+ " 'Nice way to relax. I am packing my suitcase now so I can go and be with Caroline Munroe. Phony monsters and scenery make for 89 minutes of harmless fun. Something you can enjoy with your family and not be offended.',\n",
+ " 'Stephen King was raised on flicks like this. -Flicks NOT films.<br /><br />Movies like this and \\'Jeepers Creepers\\' are \"throwbacks\" to the good \\'ol day drive-in horror flicks. They are meant to be fun, cheaply made and hopefully: a few good scares.<br /><br />Anyone looking for a theory on the human condition should pass on this creature feature because that\\'s all this is... all it ever will be.<br /><br />Stop trashing what has already deemed itself as trash. -Good, fun, trash!<br /><br />If you enjoyed this I recommend: \\'Jeepers Creepers\\' \\'Jeepers Creepers 2\\' \\'30 Days of Night\\' \\'Scarecrows\\'(\\'88) \\'They Live\\' \\'Planet Terror\\' \\'Death Proof\\' and \\'Halloween III: Season of the Witch\\'',\n",
+ " \"What is really sad, shows like Six Degree's and Brothers & Sisters are the true reality TV, not that garbage that are nothing more than glorified game shows. I think the ground swell of discontent has been there for the past few years with very premature cancellation's of numerous shows with a cult following. But with the more vocal backlash the fans of Jericho (which I also enjoy) and other shows, networks may start to reverse this trend. I am like others, I will not support ANY new shows until they have been given a second season. I'll then possibly make a decision to watch and catch up via DVD's and online viewing. Until then ABC, you have lost me as a viewer to ANY new show.\",\n",
+ " 'This was the worst movie I\\'ve ever seen, yet it was also the best movie. Sci Fi original movie\\'s are supposed to be bad, that\\'s what makes them fun! The line, \"I like my dinosaur meat well done!\" is probably the best quote ever! Also, the plot sounds like something out of a pot induced dream. I can imagine it now, the writers waking up after a long night of getting high and playing dance dance revolution, then putting ideas together for this: Space marines got to alien planet, which is infested with dinosaurs and has medieval houses in it, to protect a science team studying the planet. Best idea ever! In fact, in fits the complete Sci Fi original movie checklist: guns dinosaurs medieval times space travel terrible acting<br /><br />So go watch this movie, but don\\'t buy it.',\n",
+ " 'Topless touch football!! A wet t-shirt contest!! A jockstrap raid!! This \"SheAnimal House\" has it all. Except a plot and good actors. The film consists of several pranks and catfights between the H.O.T.S. girls and the bitchy PI house. The dialouge is a scream and the soundtrack is sublimely brilliant. Over the past couple of months it\\'s been popping up all over cable, so do yourself a favor and watch out for it. H.O.T.S. is so bad it\\'s good!',\n",
+ " 'Believe it or not, the Mona Lisa actually got stolen once, and was missing for nearly two years. In 1911, Leonardo da Vinci\\'s \\'La Gioconda\\' (better known as the Mona Lisa) was taken from the Louvre by a petty thief (and former Louvre employee) who allegedly sought to return the world\\'s most famous piece of art to its native Italy. His actions after the theft make it seem more likely that he intended to sell the painting for his personal profit. (Of course, he had no hope of finding a buyer.) The Mona Lisa was quietly returned to the Louvre on the very last day of 1913, remaining there ever since except for occasional loan-outs. When \"Arsène Lupin\" was released in 1932 (twenty years after the theft), most moviegoers would have recalled that 1911 crime, and their knowledge would have lent some plausibility to this movie. \"Arsène Lupin\" is quite enjoyable, with MGM\\'s usual high production standards and Jack Conway\\'s usual briskly efficient direction. This movie does not lack for pleasure; what it lacks is plausibility.<br /><br />John Barrymore is the master criminal of the title: he specialises in perpetrating \\'impossible\\' crimes, which he makes even more difficult by announcing them in advance ... but of course he always commits the crime and fools the gendarmes. Tully Marshall has a good scene as one of Barrymore\\'s victims. Lupin has a penchant for elaborate disguises, which enables Barrymore (a U.S. \\'Grade A\\' ham) to indulge his own penchant for tomfoolery. John\\'s older brother Lionel Barrymore is Guerchard, the Javert-like Surete detective sworn to catch Lupin.<br /><br />Karen Morley was an extremely beautiful actress whose private life was filled with populist political activities; on screen, she was most impressive in working-class roles that fitted her own political beliefs (such as her fine performance in \\'Our Daily Bread\\'). In \"Arséne Lupin\", Morley\\'s naturally dark hair is bleached a horrid blonde tone, and she\\'s all tarted up in posh outfits that make her look uncomfortable rather than sexy.<br /><br />SPOILERS COMING. Eventually, Lupin decides to steal the Mona Lisa from the Louvre. He slits the painting from its frame, rolls up the canvas, and then smuggles it out in a flower basket. We see John Barrymore casually brandishing a tightly-rolled piece of cloth which is allegedly the greatest work of art in all human history. I had to laugh at the filmmakers\\' error. In real life (but not in this movie), da Vinci painted the Mona Lisa on a plank of poplar wood, so a thief would have difficulty rolling it up!<br /><br />Eventually, Guerchard captures Lupin and hauls him off to Le Calaboose. The scene between John and Lionel Barrymore in the police car is sheer delight, as their genuine affection for each other spills out into their characters\\' dialogue. I would have found this scene implausible with any two other actors. As it is, I can\\'t imagine anyone but the Barrymore brothers playing these roles. Well, maybe Dennis and Randy Quaid, but just barely.<br /><br />Don\\'t look for a good plot line here, but \"Arsène Lupin\" is a delightful example of old-style movie-making. I\\'ll rate this movie 8 points out of 10.',\n",
+ " \"The good thing about this film is that it stands alone - you don't have to have seen the original. Unfortunately this is also it's biggest drawback. It would have been nice to have included a few of the original characters in the new story and seen how their lives had developed. Sinclair as in the original is excellent and provides the films best comic moments as he attempts to deal with awkward and embarrassing situations but the supporting cast is not as strong as in the original movie. Forsyth is to be congratulated on a brave attempt to move the character on and create an original sequel but the film is ultimately flawed and lacks the warmth of the original\",\n",
+ " 'If you fast forward through the horrible singing, you will find a classic fairy tale underneath. Christopher Walken is very humorous and surprisingly good in the role. His trademark style of acting works well for the sly Puss in Boots. The other actors are well for their parts. I did not find any of the acting terribly fake or awkward. The king in particular appears a real dunce though, and I wonder if he is supposed to be. I can not remember the original tale. The special effects are typical of the eighties, but at least they are not overly fake like some of the computer generated fare that we see today. Overall, I recommend this movie for children and adults who are a child at heart.',\n",
+ " 'Since Douglas MacArthur affected more human lives\\x97for the better\\x97than any other American not elected President, he deserved a better film biography. Not that Universal\\'s \"MacArthur\" is bad. It\\'s just not all it should have been.<br /><br />Oddly enough, the potential was there. From the very early \"Star Trek\" episode \"The Corbomite Maneuver\" (1966) to the recent HBO films \"Something the Lord Made\" (2OO4) and \"Warm Springs\" (2OO5), director Joseph Sargent has emerged as one of the most expressively human directors in film, a man capable of subtly shaping the emotional shadings of his actors\\' performances, and carrying the audience exactly where he wants them to go. The producer, Frank McCarthy, also gave us \"Patton\" (197O), the legendary Jerry Goldsmith scored both films, and Universal widely touted the fact that the film was \"four years in preparation and production.\" Yet for all of this, \"MacArthur\" is perfectly adequate\\x97and not much more than that.<br /><br />The film begins in early 1942, shortly before the beleaguered general was ordered\\x97by President Franklin D. Roosevelt (Dan O\\'Herlihy)\\x97to flee the Philippines to avoid capture by the Japanese. Thus, this film omits: <br /><br />· MacArthur\\'s birth in 188O in a frontier barracks in Arkansas still subject to attack by Native American tribesmen\\x97thus establishing that his remarkable life spanned the distance from bows-and-arrows to thermonuclear weapons; <br /><br />· his graduation from West Point\\x97first in a class of 95, <br /><br />· how he joined his famous father, General Arthur MacArthur (who had earned the Medal of Honor at Missionary Ridge in the Civil War) on assignments in Japan, China and, most importantly, in the Philippines; <br /><br />· his heroic exploits in the 1914 excursion into Vera Cruz; <br /><br />· how he leaped about the trenches of World War One like a mountain goat, often wounded, and promoted with blinding speed to Brigadier General; <br /><br />· his postwar service as West Point\\'s youngest\\x97and most progressive\\x97commandant; <br /><br />· his participation in the court-martial of Billy Mitchell in 1924; <br /><br />· his routing of the Bonus Marchers in 1932; <br /><br />· his efforts to sustain a woefully-underfunded Army as Chief of Staff in the early 193O\\'s; <br /><br />· his retirement from the U.S. Army to become Field Marshal (!) of the Army of the Philippines; <br /><br />· and the reactivation of his commission by FDR shortly before the outbreak of the Second World War.<br /><br />All this is omitted in favor of prolonged footage of MacArthur trying to fight off seasickness while being evacuated by PT boat\\x97thus, we know that \"General Mac\" is a legend, but not why; nor can we appreciate why the allegations of cowardice were so wounding to \"Dugout Doug\"\\x97and so patently unfounded.<br /><br />The remainder of his career is presently straightforwardly: His island-hopping \"Hit \\'em where they ain\\'t\" campaign, the fulfillment of his pledge to the Filipinos\\x97 \"I shall return!\"\\x97his crowning achievement, the winning of the peace in postwar Japan, then the difference of opinion with President Harry Truman (a properly feisty Ed Flanders) over the conduct of the Korean conflict which resulted in his outright firing, and finally, his proclamation to Congress that \"old soldiers\\x85simply fade away,\" after which he did just that. All quite historically accurate, and all presented with a very deliberate lack of commentary.<br /><br />Sargent and the producers almost painfully distance themselves from adorning the historical record with their own approval or disapproval: If MacArthur\\'s actions appear noble, let them be presented as such; if they appear egotistical or bombastic, let those conceptions register sans comment. Since Joe Sargent is quite expert at subtly manipulating his audience\\'s reactions\\x97again, see Warm Springs\\x97this refusal to offer comment appears quite intentional. Historically, that may be commendable, but it almost defeats the efforts of the viewer to place this extraordinary man in any kind of rational perspective.<br /><br />And finally, there is a sort of \"made on the cheap\" feel to the film, as there is to \"Midway,\" released about the same time. Both films were relegated to \"television\" directors--Sargent in this case, Jack Smight on \"Midway,\" and both have a made-for-TV-look. Even Jerry Goldsmith\\'s march, while perfectly serviceable, lack the subtle undertones and the grandeur of his \"Patton\" theme--just another way in which a larger-than-life man is memorialized by a very ordinary film.<br /><br />There was vanity and pettiness in this man, inarguably; there was also greatness\\x97and love him or loathe him, one must acknowledge the fact that MacArthur did what no military commander before him had done: he won the peace.<br /><br />In the end, \"MacArthur\"\\x97like so many film biographies\\x97is a good place to begin research into this remarkable man, but a poor place to end it.',\n",
+ " 'I\\'m disappointed that Reiser (who wrote the film) felt the need to use so much profanity for no reason whatsoever. Maybe that\\'s his idea of \"adult\" films, plenty of nasty words with bathroom humor thrown in? I thought better of him and think less of him for this movie.<br /><br />Falk\\'s acting and some moments of humor as well as some possibly important themes are what made me give it such a high rating.<br /><br />This might be a good movie for adult children to watch and laugh over about their own folks and their foibles. But the lack of consideration for audience families seriously detriments what could have been a family film but fails. Certainly not worth spending money on, though it might be worth a watch for free on television.',\n",
+ " \"when i first started watching these it became one of my favourite shows. Melissa Joan hart is very funny and talented so were the aunts and the other characters and the star of of the show Salem the cat, he was immensely funny. the first few season in my opinion were the best where Sabrina was a teenager in high school adapting to witch life. they were most funniest, most entertaining and most um... good. i'm not a fan of when they started introducing Brad and Dreamer cause i quite liked Valerie, but they were okay the problem was they were only in it for one season. if you're gonna have new people at least keep them. i didn't like Josh he was a tw*t, i preferred Harvey but then he disappeared. and they got rid of Libby! it would have been awesome if thy had been bickering in theses seven years. and Mr. craft as well, if him and Zelda got married that would have been gold! then Sabrina moves out of her aunts house and into Roxie/Miles/Morgan's house. i didn't like theses people either, it didn't really seem they liked Sabrina. Sabrina seemed to lose her charm and stuff and the aunts seem to be shunned out of her life and into they're own stupid story lines. i kind of stopped watching it for a while and the old re-runs were back and i was like whoo-hoo! LOL. i must say the last few seasons were absolutely terrible.they got rid of the aunts which sucked cause they were a big part of the show. then suddenly she lets those two freeloaders move in to the nice house when they treated he like dirt. and now she's working at some magazine shop so they're putting loads celebrity guest stars into the show, if they're in every episode it kind of ruins it. the programme just really went downhill and lost its luster. i saw the last episode. it had the aunts in it (Zelda was reduced to a candle) and she's about to get married but she runs off with Harvey the end. i would have liked to know what happened after. well thats my review and the only thing i can say is the only thing that stayed it's appealing self through the seven years was Salem the cat.\",\n",
+ " 'This review owes its existence entirely to a review. We take a weekly TV magazine to see what is coming up, and duly decide what we will watch. Obligingly, there are brief reviews of most of the films scheduled to be shown on the five major terrestrial channels. In addition to the prose, each film is allocated a 1-5 star rating. 5 means Don\\'t Miss (superior to 4 for Excellent!), down to 1 standing for Poor. We have learned from vast experience that, with few exceptions, stars are awarded for gross taste, foul language, offensive content, promiscuity, horror, blood & guts, and especially killing off the hero/heroine just when everyone was about to live happily ever after. (If that isn\\'t done, the movie is denigrated as being \\'predictable\\' - the worst insult imaginable!)<br /><br />Brave New Girl was given only 1 star, thereby suggesting it was a candidate worthy of our time and attention. This was confirmed by the reviewer\\'s description of the movie as being a \"truly awful tale\", and, \"Stupid, just stupid\". We watched it, and my wife and I were glad we did so. The TV magazine reviewer further stated that the movie was \"not a reworking of War and Peace\", with which we have to agree. Reading through the IMDb reviews for this title a day or two later, the urge to pick up my pen (so to speak) to add my halfpennyworth (pronounced harf\\'pen\\'uth (emphasis on the first syllable) for the uninitiated) became overwhelming.<br /><br />Why did we take to this movie? Well, it\\'s just a matter of taste. We like attractive characters, believable relationships between them, interesting situations, courtesy and respect, good triumphing over evil, and so on. We liked the integrity and personalities of Holly (Lindsey Haun), her Mum (Virginia Madsen), Ditz (Barbara Mamabolo), Grant (Nick Roth), Zoe (Joanne Boland) and the two male professors involved in the story. So what if the storyline includes a \\'wicked witch of the west\\' in the form of Angela (Barbara Mamabolo), provided that she plays the part with some conviction. We appreciated the friendship depicted between the two room-mates, with one having a financially challenged upbringing by a loving single Mum, and the other having every material advantage but receiving little parental time and affection. Is it any wonder that Ditz felt the way she did about Holly\\'s Mum? Is it surprising that Grant should take an immediate interest in Holly, considering the manner of their initial meeting, Holly\\'s dazzling smiles and her lively self-possession? I think these issues and the events are believable enough, but it is necessary to pretend that the scholarship and other circumstances are realistic in order for the tale to have a setting.<br /><br />My wife and I are greatly blessed by not having any significant musical education. This enables us to enjoy the sounds produced by instruments and voices without having our critical faculties intruding unduly on our listening, and thus spoiling the experience. We enjoyed both the classical pieces and the pop, which came over well on the TV, and we weren\\'t struck by any lack of talent. Also, it mattered not that Holly\\'s classical vocals were dubbed by someone else.<br /><br />We enjoyed the movie enough to look for a DVD. The average delivered price we have paid per disk for the movies in our collection currently stands at £4.9484 (rounded to four decimal places). Brave New Girl was available from a trusted supplier on the Amazon Marketplace for £1.3516 (rounded to four decimal places) above this figure. Such a purchase would increase the average. Why I should resent this is a mystery to me, but it is a testimony to our enjoyment of this film that we placed an order anyway. I have awarded this film 7 IMDb stars out of ten, having docked one for overenthusiastic reception of the performances by the audiences, one for Britney advertising and one for something else I can\\'t remember right now. (In case it hasn\\'t tumbled, this review is an anthem in celebration of the use of brackets!)',\n",
+ " \"Well we definitely did see and I and many other people were actually expecting worse. It did have some good parts too it that I was not expecting it still did fail in other areas though.<br /><br />First off the acting was above average. I love Phillip Seymour Hoffman in this movie and I liked Tom Hanks. Hoffman was the glue to this movie. If it were not for him this movie would have crumbled and hit rock bottom. His performance was by no means stunning but absolutely necessary. He gave a good witty, cynical performance in what most other actors could have easily made his character into a cliché. Tom Hanks really gave a nice loose performance and did not disappoint but he certainly did not impress. What I could not stand was that Julia Roberts was involved in this movie. She was as big of a miscast as I have ever seen. For one she is a bad actress, at least to me, she was to young for her character and was to phony even for the character she was playing.<br /><br />The directing was average to me. I'm not really a big fan of the recent Mike Nichols movies and I'm not exactly impressed by this one either. It was made with such a Hollywoodish, cartoonish touch hat I could not stand. The worst part about it was that he tried make it be a really meaningful movie at the end. I love meaningful movies but not when a movie tries to rush a scene or two at the end and show something that tries to justify the rest of the garbage spread throughout the whole movie. That is something that Mike Nichols has seemed to have done a lot in his recent track record.<br /><br />The one impressive part of this movie was the writing. The dialog was put together very well and was able to let the story play out. The writing was what was able to really able to take this movie to an above average level. In so many scenes I found myself laughing in part by the writing.<br /><br />Well that is some of what we saw at least. A lot of the scenery was good in the movie if you get what I mean but not a lot other than that. I did like that this movie did not glorify everything America had done. It is obvious that during this whole war in Afghanistan the U.S. gave weapons to the people who are now against us. This movie kind of show we are too blame for that. It shows that what may seem good in the short term may turn into something horribly wrong in the future. This movie did have a good original message but it just did not deliver it right. Overall though it was entertaining.\",\n",
+ " \"This movie is probably for you. It had an overall meditative quality from the music, to the beautiful photography, and listening to the often cliché things about life that Andy Goldsworthy would say as he worked or in between shots. If you're familiar with Buddhism- that is the sort of the sense I got out of this film. The impermanence of life, the beauty of nature, the interconnectedness of all things, etc. However, what I did not understand, confused, and ultimately forced me to leave without finishing (I saw over an hour of it) was the redundancy of the whole thing. You only find out bits and pieces of why he's commissioned, and how he can even afford to live off of this kind of work. The art work comes alive but all his talking with no conclusions leads to dead ends.\",\n",
+ " 'You can find an anti-war statement here without looking too hard; that layer is hackneyed. Or you can find a value neutral comment on the madness of war (stripped of \"judgement\"); that layer is completely uninteresting.<br /><br />Or you can watch this for the darn good entertainment value of Duvall\\'s one-liners, but that\\'s just a coating for commercial mastication.<br /><br />You can try to view this as a \\'realistic\\' Vietnam war film, but ask any veteran and he\\'ll swat down that notion -- most vets will say it stinks.<br /><br />Or view it as a \\'will he or won\\'t he\\' morality play -- nothing rich there, either.<br /><br />Where I found the value was in the superb self-reference. Coppola needed a container with great enough dimensions (the war) to fit the greatness of the skilled multi-dimensional actor playing \\'a great man\\'.<br /><br />Brando the man was as much of a maverick as the Kurtz character. The studios were uncomfortable with his acting \\'method\\', yet he always excelled and won accolades; the \\'generals\\' are uncomfortable with Kurtz\\'s \\'unsound methods\\', in spite of his strategic genius.<br /><br />So Coppola makes a movie all about Brando\\'s greatness. To hammer on the point, he places himself in the movie (as Hopper, a manic photojournalist laden with multiple cameras) to spout his praises. Brando himself is only seen in half-light and silhouettes -- brilliant cinematography by Storaro that only increases the actor\\'s power. And he goes out like the sacrificial bull to complete the narrative equation. Oh, yes: \"the horror...\" <br /><br />Other pieces of interest: the great use of point of view camera perspectives, including \\'being in the firefight\\' long before \"Private Ryan\"; the ground breaking use of sound, notably the ominous flanging sweeps and the sonic depiction of an acid trip.<br /><br />Don\\'t get caught in the outer layers; the rich part you should despoil from this is the brilliant core of sound, vision and self-reference.',\n",
+ " 'The movie looked like a walk-through for \"Immoral Study\". Most likely I never got much involved with the burning need of the female artist to immortalize male nudes and thus all that fuss about \"Now, who drew this penis?!\" sounded a bit gratuitous. Dialogues in this movie are rather dreadful, albeit visually this movie got its moments. I almost dig it when Tassi got into painting a mental picture but then movie weered back onto penises. Highly recommended to those who has not seen one in a while.',\n",
+ " \"**POSSIBLE SPOILERS**<br /><br />The biggest part of the movie that doesn't work IS the Wendigo, and when your title character fails, your movie usually isn't far behind it. The filmmakers' interpretation of the Wendigo's form is interesting, and can be properly menacing when filmed correctly - when the fleeing killer sees the Wendigo in a flash in his rear view mirror, for instance - and the tree-form was actually very good. However, as a monster character it never really comes to life. We don't get much of an explanation for its behavior, and what we DO see from it doesn't jibe with either the story told in the movie itself, or any Wendigo lore I've ever read.<br /><br />I think one of the main reasons that the monster fails is that it isn't given enough to do, in the movie. When you boil this film down to its bones, what you have is a suspense thriller with a little bit of a supernatural element, instead of a movie about a monster.<br /><br />The cinematography is good, though a little cheesy; the filmmakers use scenery, lighting, and time of day to convey atmosphere and mood rather well. The character of Otis comes across as truly dangerous and unpredictable, making him the real monster in the film. It might have been more effective to explain his behavior as him being possessed by the hungry spirit of the Wendigo, which would also be a more accurate representation of the real legend.<br /><br />I have heard unconfirmed reports (from a newsgroup) that the reason the Wendigo doesn't do much is that, when the monster suit was built, it wound up so heavy and and uncomfortable (in order to mimic the stance of it standing on cloven hooves, the performer had to walk on his toes) that it was nearly impossible to run, walk, or otherwise perform in it. Thus the many flashes of the creature standing still, and the obvious sped-up footage of it running. I stress that these reports are uncomfirmed.\",\n",
+ " 'Well-made but basically dreary low-life melodrama which, according to the accompanying interview with lead Isabelle Huppert, writer/director Pialat infused with a good deal of autobiographical detail; given the mainly unsympathetic characters involved, it doesn\\'t do him any compliments - and he does seem to have been a troubled man, as Huppert also says that Pialat often disappeared for days on end during the shoot! <br /><br />The acting is uniformly excellent, however; despite their relatively young age, Huppert and co-star Gerard Depardieu (as the title character!) were already at the forefront of modern French stars - a status which, with varying degrees of success, they both still hold to this day.<br /><br />I have 3 more of Pialat\\'s films in my \"VHS To Watch\" pile, albeit all in French without English Subtitles; due to this fact but also LOULOU\\'S oppressive realism - in spite of its undeniable artistic merit - I can\\'t say that I\\'m in any particular hurry to check them out now...',\n",
+ " \"Kurosawa, fresh into color, losses sight of his usual themes of truth and perception of reality and opts for a depressing take on Tokyo's slums. Kurosawa stretches for a style that was, in my opinion, his antithesis- that is to say, I feel as if Kurosawa wanted to make an Ozu picture. Poorly paced, poorly conceived, this movie is a rare dud in this auteur body of excellent work. While Ikiru, while being mundane and depressing, was still interesting and well paced, and while Stray Dog depicted the slums and social poverty of Japan without being too heavy handed or boring, do desu ka den has all the somberness that one could expect with its content, with none of the redeeming qualities of earlier Kurosawa pictures.<br /><br />Be warned, this is not a movie that Kurosawa should be judged by.\",\n",
+ " \"There are many police dramas doing the rounds. I am not sure why. It's probably to do with the old basic theme of good versus evil.<br /><br />This film has a documentary style as we follow the difficult initiation of Anne, a raw recruit, into a police squad stationed in the Baltic area. No attempt is made to glamorise the police. They are truly down to earth, harsh at times and unforgiving, Anne on the other hand has a soft heart perhaps a little more understanding of the human condition. Against all rules she sometimes holds back incriminating information found on her strip searches and other investigations.<br /><br />This is not a pleasant film. Not one to relax you. There is not much feeling of optimism in it. The police seem to be involved in a losing battle. Tomorrow there will be more bashings, more murders, more family break-ups, and more distressed children. Let's face it. This is the world we live in.<br /><br />As days go by Anne becomes more intimately involved with the police and with the families they are investigating. The only real warmth in the film is that provided by the character Benny, a 12 year old from a broken family. Anne has her own way of patching things up. She turns a blind eye to Benny's shoplifting and tries to help him as best she can. I was surprised though that she went so far as to seduce Benny's father. It set me wondering if it was in consideration of the father or her own needs. After all, the film makes it clear that she was desperately in need of a partner and loving children.<br /><br />Well cast but not my idea of an evening's entertainment,\",\n",
+ " \"Caddyshack 2 has a dreadful reputation, due only to the fact that it is a sequel to a highly-held classic. People have criticised the film on a lot of grounds, but they all ultimately hark back to the fact that this is not Caddyshack.<br /><br />I would begin by saying that we should just take Caddyshack out of the equation and consider this film on its own merits, but I think that would be unfair. The movie does have a lot in common with its predecessor. The class-related themes of 'snobs versus slobs' and the desire to fit in to a class above your own are as prevalent here as they were in the first movie. The two things that are truly lacking here are Bill Murray and Rodney Dangerfield, who are replaced with Dan Ackroyd and Jackie Mason respectively.<br /><br />Now I am not about to try and argue that Ackroyd comes close to Murray in the movie, but Jackie Mason is an admirable successor to Dangerfield. He comes off as a cross between Dangerfield and Arnold Stang, but without biting too heavily on either. I wouldn't say that he is anywhere close to being as funny as Dangerfield is in Caddyshack, but there is a whole lot more point to his character and his dilemma in the film.<br /><br />Chevy Chase only pops up and handful of times in the movie, which is another common complaint. Maybe these particular naysayers didn't notice that he only popped up a few times in the first movie. For my money, his scenes here are a lot funnier, if somewhat over-directed.<br /><br />While I'm on the subject, it is really the over-direction of this movie that brings it down. It comes across as far more self-conscious in its attempts to get a laugh. Many of the jokes are laboured and there's far too much of the Gopher, who seems to have taken on a far more anthropomorphic personality and a voice, just in case we didn't grasp the idea that its meant to be funny.<br /><br />Characters are similarly hammered home, particularly the smarmy yuppy kids. Jackie Mason rarely misses a beat, and is consistently likable and very funny, but we didn't need the tango sequence at all! The director is clearly not of the same school of thought as Harold Ramis. Not to suggest that Caddyshack was subtle, but the jokes here are just a little overcooked, and most of them are unnecessarily embellished with a quirky music cue.<br /><br />All things considered, this is a fun, goofy movie with something to say about class and identity that very few movies at the time were saying. Don't be put off by the appallingly low rating on IMDb, check it out for yourself.\",\n",
+ " \"As an earlier reviewer said, Travolta stole every scene he was in. Recognize the character? It was Vinnie Barberino, all grown up and still a bit sleazy, but still likable, oh yes! <br /><br />Disappointing were William Hurt and Bob Hoskins, perhaps because their characters were badly written, or they just didn't care. I kept seeing one of the Baldwins (never can remember which) in the Hurt role so Hurt's incredible talents weren't wasted. <br /><br />Andie McDowell is a sweetie, but not very believable; partly the writing. Character development just wasn't a big thing in this film. Just watch it for Travolta, sit back and enjoy.\",\n",
+ " \"Great little thriller. I was expecting some type of silly horror movie but what I got was tight short thriller that waste none of our time. Mostof these movies we have to get into the back characters stories so we will either feel sympathy for them or hatred when people start getting killed. o such foolishness here. Yes you see a few characters but they really only interact with the principals. Such as the husband wife at the motel whose room was canceled. We saw them so we could just how efficient the Lisa character was and how inefficient the new Hotel clerk was. We see the little girl simply because she will have a very small but important role later in the movie when all heck breaks loose. THe Flight Atrendants because we need on in particular to move the plot ahead. The bad guy in particular needs her in the beginning of the flight. The rude guy in the airport was important to the movie too. The only 2 characters that were just 5 liners with no use to the plot were the two young guys on the plane. THat was clever because I thought they would have something to do with plot. From the first scene to the last the woman character a young hotel executive named Lisa is in charge. Even when Jackson shows his true colors she doesn't panic. She thinks what she can do to stall time. Any other movie the smart executive women would be acting like idiots. But not this one. It was a very short movie and I was waiting for the usual plot devices to kick in because the movie seemed to be coming to its conclusion fast. Thankfuly none of them were used. The new hotel clerk did not do the usual called and told her what to do, which is panic drop the phone and run out of the hotel without saying anything, or question your boss and tell her she had to much to drink and just dismiss her. Was Craven should do more of these types of movies. Also one last comment. Brian Cox is in the movie but I had not one clue who he was. I had to come over here to see that he is Lisa's father. He is completely unrecognizable.\",\n",
+ " \"I was at the world premier of this movie, and have even met Todd a couples times around town (once at Olive Garden). Todd isn't a bad guy, he is just a small time film maker with little to no budget and big dreams.<br /><br />As for the movie, it is good if you like zombie films with very little plot and lots of blood and guts. You get to see some Kansas City locations and lots of raw meat, what could be better? :-) Look for the same 2 dozen people playing different zombies (with just a change of clothes or hats). You can have a good drinking game with this movie, take a shot whenever you see the same zombie in a different shirt.\",\n",
+ " \"Overall I would have to say that I liked the movie. Some of the fight scenes are really good. Especially the fight against Leung Ka-Yan. One point that really bothered me was the fact that they used an Asian to play a black man. I mean really. Talk about bad taste. During a fight scene, you see one of the fighters on the floor is laughing. Otherwise, Sammo copies Bruce Lee's fighting moves perfectly. 5 out of 10 Stars.\",\n",
+ " 'Sorry about the \"extremely clever\" summary phrase. I don\\'t know what I was thinking, but I really couldn\\'t help myself.<br /><br />I\\'ve been meaning to see \\'Bloody Birthday\\' for a long time and I must say that it was a pleasant surprise to find a copy of this film by accident and for such a low price. And believe me, I live in a small South American village and these things are very unlikely to happen. It\\'s a real shame that some of these \\'gems\\' from the 80s are now almost completely forgotten. \\'Bloody Birthday\\' is one of those movies that surprisingly ages well enough to remain watchable nowadays. Not a masterpiece for sure, but still entertaining and guess what?... it doesn\\'t really have unintentionally funny scenes. I know it\\'s a shocker if we keep in mind that this is a low budget flick from the early 80s about a group of evil children who kill people. But trust me, the movie manages to remain respectable and watchable for the most part.<br /><br />In \\'Blood Birthday\\', the story revolves around three children who are born during a a total eclipse. According to astrology, during eclipses, the sun and the moon block Saturn, which controls emotions. As a consequence, the three children who are born that day, eventually become uncaring and evil. Since they don\\'t experience any feelings of remorse whatsoever, these 10-year-old kids gang up against basically everyone who stands in their way, including their own parents and siblings... and kill them! The body count increases day after day and the police authorities believe that there\\'s a psychopath lurking around the place. In the meantime, Debbie, Curtis and Steven, don\\'t hesitate to keep butchering people, since nobody seems to suspect of those sweet angel faces (?)<br /><br />Like I was saying before, \\'Bloody Birthday\\' is surprisingly NOT funny. I know I said that before, but I\\'m truly surprised by this. I was expecting some hilariously bad scenes, but the movie proved me wrong. True, it\\'s not exactly what most people would consider a \\'serious\\' horror movie, but if I have to be fair, I\\'d say that the story is decently executed. One of the most important reasons why one would normally expect laughable situations (like I did), it\\'s because in these kind of movies in which the main villains are children, the young actors tend to be plain awful and they make the whole thing laughable. Let\\'s face it: kids tend to be horrible actors, which is understandable and we can\\'t blame them for that. But to my surprise, the three young actors who played the merciless killers in this film, looked very disturbing and not at all funny. The rest of the actors are also good and if you\\'re a George Clooney fan, you can see his uncle playing a doctor in this movie. Yeah, I know right?... who cares?. Also, Julie Brown, the great actress, singer, comedienne and gay icon, gives a solid performance as the naughty older sister and in case anyone is interested in nudity: she also strips in one of the scenes and she looks great naked. Too bad she didn\\'t have more time on the screen though! Julie is \\'absolutely fabulous\\':P<br /><br />So basically, this movie is fine if you\\'re in the mood for some modest horror from the 80s. My only objection regarding \\'Bloody Birthday\\' would be the way to justify the children\\'s motives. This is perhaps one of the lowest points of the film. Let\\'s see: if children who were born during an eclipse end up being heartless killers, then how come these three were the only ones who actually murdered people? I\\'m sure there were other children who had been born the same day... and during other days of total eclipse too, oh well!. Overall, no big deal, it\\'s just a simple observation, that\\'s all. I\\'ve seen worse, trust me. Take \\'The Children\\' (1980) for example, in which the precocious killer get their evilness after being turned into zombies by toxic cloud. No, believe me, \\'Bloody Birthday\\' is far more decent and if you enjoy simple slashers, you\\'re going to enjoy this one very much.<br /><br />So, now you know: you\\'re invited to the children\\'s birthday party... and the hosts will be serving a delicious poisoned cake for you and the rest of the guests. Come on, you can\\'t miss it ;)',\n",
+ " \"I bought this game on an impulse buy from walmart. I am glad I did. It was very entertaining listening to Sean Connery and playing the game. I thought the graphics were the best I have ever seen in a movie/game remake. The bonus levels were very hard! The sniper one I think was too hard, it made me so frustrated I didn't play the game for a week and a half. There were too many people shooting at you with nothing to hide behind or life to handle it. <br /><br />The only thing I might change was the upgrade system. I didn't notice any difference from un-upgraded equipment to the upgraded, such as buying an armor upgrade didn't seem to make the armor stronger or more filling on my life meter. I really liked the Q copter. I think the developers did a good job.\",\n",
+ " 'I was really excited about seeing this film. I thought finally Australia had made a good film.. but I was wrong.<br /><br />This was the most pathetic attempt at a slasher film ever. I feel sorry for Molly Ringwald having to come all the way to Australia to make an awful movie.<br /><br />The acting was terrible (especially that Australian guy who was trying to speak in an American accent), and the plot was also pretty bad.<br /><br />When I first heard about this film coming out, I thought that the title was pathetic (because it sounds like the cheesy film \"Stab\" in Scream 2), but I was willing to let it slide if it was a good movie.<br /><br />WARNING!!! MAJOR SPOILERS!!!<br /><br />Probably the worst thing about the film was the ending. I was expecting a big surprise about who the killer was.. but the killer wasn\\'t even human.. which turned this realistic slasher film into an awful horror movie.<br /><br />Don\\'t see this film.. you\\'ll probably be disappointed!',\n",
+ " 'When I first saw this on tape, about 10 years after it had been released, I thought it was one of the better James Bond movies. However, after seeing it again around the turn of the century, I was disappointed.<br /><br />I think it\\'s a bit overrated only because critics were so happy to see Sean Connery end his 12-year hiatus from playing Bond that they didn\\'t dare criticize the film. I guess what disappointed me was the ending. After investing two hours into the film, you expect a less-hokey, more satisfying ending. And, it may be nitpicking, but I was disappointed in not seeing the regular actors in the supporting roles such as Miss Moneypenny, Q, Felix Leiter, etc.<br /><br />On the positive side, there was plenty of unique action scenes, particularly early on, and the two villains were interesting. I thought Klaus Maria Brandauer was the more intriguing of the two because he was so low-key and looked the \"nice guy next door.\" He wasn\\'t your normal Bond villain.<br /><br />This had plenty of \"skin,\" for a PG movie, especially with Kim Basinger starring, never being an actress known for hiding her figure. The language was very tame, but most Bond movies are pretty good in that department.<br /><br />All in all, it\\'s a \"fair\" Bond and nothing else. Just because Connery is in it, it doesn\\'t mean it\\'s automatically good. Roger Moore and Pierce Brosnan have proved they could play the role well, too.',\n",
+ " 'Rachel and Chuck Yoman (Valerie Harper, Gerald McRaney), decided the city is too busy and dangerous for their family, so they packed up their reluctant son (Gregory Togel) and daughter (Tammy Lauren) and moved back to a lake like the one Rachel lived at as a child.<br /><br />They say you can not go home again but this is an ideal rural home with what at first seems like a Mayberry feel. Later the residence seems to be more like the people in Deliverance. Soon bodies start turning up and everybody looks suspect with the exception of a few friendly faces. This does not keep the family from enjoying running around and messing around in the woods.<br /><br />We find that they have to be super ignorant to find the secrets and not tell anyone until they get ax-cepted as the antagonists. <br /><br />Can the ignored young Stevie save his parents or will their pursuer(s) put his/her foot in it?<br /><br />This film is more than most parodies as it was played with strait faces. They could not have chosen better actors and Daryl Anderson was exceptionally creepy. An added plus is that they let us know what is happening before the characters find out, instead of pulling a clue out of the hat after the fact. Anyway this made for TV movie is good for a few laughs.',\n",
+ " \"It's possible to have a good time with this film while, at the same time, regretting all that it isn't. In the 1980s, a raffish U.S. congressman (Tom Hanks) engineers support for Afghan partisans resisting the Soviet Union.<br /><br />Hanks is in breezy, hail-fellow-well-met form as roguish, politically incorrect Charlie Wilson, first glimpsed sharing a hot tub with three deeply available looking women. If only the film had the same air of insouciance; but apart from Philip Seymour Hoffman's turn as a cynical CIA agent, it tries to be perceived as patriotic too. Aaron Sorkin's trademark staccato dialogue serves its purpose, but the story is no more plausible than one of Wilson's tall tales. And there's an oddly unspoken subtext: Wilson's Afghan pals later mutated into the Taliban and other anti-western groups, leaving the world worse off than it was when these events occurred.\",\n",
+ " 'The plot:Kurt Harris (Jeff Wincott), a bitter, ex-cop goes undercover in the \"Peacemakers\" after his friend is killed by their leader. While there, he discovers that the woman wants to run for mayor, and will do anything to achieve this goal, even murder.The cast is good(Jeff Wincott is a good martial artist and good actor)...Brigitte Nielsen plays a sexy antagonist together another bad guy plays Matthias Hues also him good martial artist.The direction is good(the fight scenes also).The rest is OK, with Tony Burton who plays a friend of Kurt killed from Nilsen,and Cyndi Pass plays a bad girl.From producers of another action/martial arts film(Bounty Tracker with Lorenzo Lamas)a good action film.The best film of Martial Law series.',\n",
+ " \"Well, I'm not about to add to the diatribe that's been 'preached' about this film.<br /><br />All I can add is that at NO time does it even pretend to be a 'historic' picture. Unlike 'Braveheart', 'Titanic' or 'The Patriot' all of which have very credible and serious historical amendments, purely for theatric effect (possible the worst of excuses). <br /><br />Has everyone taken a sense of humor bypass? <br /><br />All I can add is a paraphrase from the good Captain Macleane - 'It looked<br /><br />fantastic and we have a bloody good laugh'.<br /><br />- One last point. What astonishes me is that there are comments relating to the 'modern music' in a historic setting. I wonder if the same people made the same judgment about Moulin Rouge. I suggest not.\",\n",
+ " \"Believe me I wanted this series to work, but the early departure of Kevin Kilner dealt a near death blow after season one. Robert Leeshock just wasn't right for the part and Jane Heitmeyer did an admirable job as lead but the series just got too messy and confused at that point. I don't know what happened in Season Five, what a mess. Sometimes its time to drop the red cape and just stick the sword in the bull, if you know what I mean. The only consistent thread holding the series together were the amazing performances of Leni Parker and Anita LaSelva as the two Taelons in quiet idealogical conflict. If not for their talents and well-written dialogue they would have been two weird bald man-chicks in a B-movie series.<br /><br />If only this series could have ended at season 4 and picked up later by SyFy...\",\n",
+ " \"About 1986 I saw this movie by accident on TV one night. I was 6 years old. It was similar to my accidental viewing of the terrifying ending to Don't Look Now in 1987. I went to Venice on holiday the next year in silent terror, hoping to god that my parents wouldn't find out I'd watched it! <br /><br />Would I have minded if my parents knew I'd watched Les Valseuses when I was a kid? I'd probably avoid the subject with my dad even nowadays, and my mum's probably disapproving in the afterlife. I don't know if they'd want to see it anyway. From the stalking and trapping of a woman at the block of flats in the first scene to sliding down the mountain roads with glazed satiated eyes I'm never sure whether this film is an insensitive piece of trash that disregards the sexual revolution or if it's a sexy liberating movie to watch as it dawns on you that you could never be so offensive yourself. <br /><br />It's definitely violent. It has a violent view of sex, virtually no acknowledgement of love. Even suckling a young baby mutates into a greedy sexual act of exploitation. But the scenario IS very erotic and (god I'm so British) arousing! Do they suck her breasts for her own good? That is exploitation. So why am I getting a woody?<br /><br />The fellows go in search of an experienced older woman, find an ex-con, mother-figure? I don't know. It ends in a truly gruesome suicide. I described it to my friend JB Nelson, who has Cannibal Holocaust-guts, and he went eeuurrgghh! No motherly love for this movie, quite the opposite. Mutilation of where the boys began. Why do they shoot the girl in the leg? Why does she come back to them? Do women need to be punished so that they learn what is right from men?<br /><br />I'm thinking of two movies, one of which I wish I'd never seen, the other makes me wish it wasn't such a harsh world. Swept Away/Madonna what a pile of insanity doesn't compute never been so offended that a woman punished for being a woman becomes slave to man and its maybe madonna saying everybody respect guy ritchie im so enraged i cant use punctuation! Once Upon A Time In America/Leone god why does Noodles do it? Destroys the path to joy we've been following him on his whole life. So close to finally finding love with Deborah. Now they are both destroyed. Why Sergio? Why?<br /><br />There is no rape in Les Valseuses but lots of sex and nakedness in abundance, of both sexes. Very honest, no titillation. No fantasy shags, no perfect Hollywood smooth moves. Jokes, yes. But there's too much darkness and jealousy and trickery in here to call it a sex comedy. Forget Carry On Shooting A Naked Hairdresser In The Leg Cos She'll Come Back & You'll Hook Her Up With Your Ex-con Lover's Vengeant Son & She'll Learn How To Cum From Him.<br /><br />Two things I can't stand are rape movies and prison movies. Les Valseuses isn't a rape movie! God nobody's going to want to watch it now! It is a brilliant movie!\",\n",
+ " \"If you watch this movie you'll be quoting it and referring to it for a long time to come. It's been years since I saw Dolemite and I still quote it to this day. It's a true classic. It is so mind-numbingly awful that it makes a hilarious view. Every terrible line of dialogue is totally amazing. Every wobbly shot a work of art(?). And every punch and kick so woefully executed. You won't believe your eyes. It's all I can say. If I really get into how mesmerizing this movie is I won't be able to stop and I'll go way over the IMDb 1000-word limit.<br /><br />Please, please watch this movie. You'll be in hysterics. Either 1/10 or 10/10, depending on your sense of humor.\",\n",
+ " 'In the original French version, the jokes of Numérobis (great, funny voice - Jamel Debbrouze) are very funny.<br /><br />But in translated versions (I saw the German & English version) it\\'s not half good than the original.<br /><br />But: goof Special Effects, almost the full comic (with differences, like the Figure of Lügnix (German name) is placed in an other comic book.<br /><br />Sure, the Asterix comic book are cult, but when you watch the animated comic movies from 1968 to 1998 you will see much better jokes, better story and the old \"charme\" and \"flair\" of the cult stories.<br /><br />For French speaking people I suggest to watch it in it\\'s original version, with or without subtitles, where available in different languages.',\n",
+ " \"For those not in the know, the Asterix books are a hugely successful series of comic books about a village of indomitable Gauls who resist Caesar's invasion thanks to a magic potion that renders them invulnerable supermen. There have been several animated features (only one of them, The Twelve Tasks of Asterix really capturing the wit and spirit of the books despite being an original screen story) before a perfectly cast Christian Clavier and Gerard Depardieu took the lead roles in two live action adaptations that proved colossally successful throughout Europe but made no impression whatsoever in the English-speaking world. <br /><br />The uncut French version is great fun, but sadly does not appear to be available in a version with English subtitles outside of the UK DVD. While there's still no sign of a US theatrical or DVD release, the Miramax version of Asterix et Obelix: Mission Cleopatre is also on that DVD (and has played on UK TV), and you'll never guess what - it's been completely re-edited (at least 21 minutes gone) and dubbed into English. Maybe Harve mistook it for a Hong Kong movie - after all, he never saw a foreign film he didn't think couldn't be improved by heavy re-editing and shelving for a few years.<br /><br />Whereas Asterix et Obelix Contre Cesar was lovingly dubbed into English from a particularly good translation script by Terry Jones but otherwise left unaltered, that sort of thing really isn't the Miramax way. The results ain't good. The film was the best attempt to get the books mixture of slapstick, anachronisms and highbrow classical humorous asides to the screen, but a lot of the classical references are gone (such as the great Raft of the Medusa sight gag or the Cyrano de Bergerac references from Depardieu), alongside anything that seems too French or might slow the picture down, with the result that the first 20 minutes are now a real slog. Several punchlines to sequences are missing, Depardieu's part has been trimmed (his part was already fairly small because of his serious health problems during the shoot: the US version has been partially digitally regraded to change the unhealthy pallor of his face in the original!), and as usual with dubbing, because literal translations into English don't fit properly, lines are either rushed so much they're not funny anymore or the dialogue has been changed completely (a couple of these changes are admittedly funny, like one character dreaming of a world in which he could move his lips in French and hear the words in English).<br /><br />Not a total disaster, but very disappointing considering how good the full-length version is. It would be nice to think that Miramax would do a Shaolin Soccer and release both versions, but since they've shelved both films for two years since paying $45m for them (another classic case of Harvey's notorious chronic buyer's remorse: gee, wonder why Disney were so p****d at their overspending) and still have no release plans, that may just be too much wishful thinking.<br /><br />It's a real pity that such an accessible and entertaining film will now only be available to non-French speakers in such a clumsily bowdlerised version. It seems the plucky Gauls may have been able to defeat Caesar's legions but are no match for the Miramax jackboot.\",\n",
+ " 'No matter how much it hurts me to say this,the movie is not as good as it could have been.Maybe I was misled by the countless exaggerated reviews here on IMDb,but I expected so much more...<br /><br />Sure,the idea is a good one,the violent scenes and the camera-work are outstanding,the imagination of genius Dario is breathtaking, but the movie is \"soiled\" by a couple of mistakes that I find unforgivable. First of all, am I one of the few people who feel that the Heavy Metal music played in the most intense scenes simply rips the atmosphere apart??? With a different kind of music (Goblin????) during the \"needle\" scenes,it would have been SOOOO intense!... Instead,the soundtrack destroys any chance for tension... Secondly, the final killing scene and the last few moments of the movie are simply silly and uninspired. I don\\'t want to say \"amateurish\", cause I love Argento\\'s movies.The ending left me feeling empty.Talk about a final impression! This is hardly what happens in most of Dario\\'s films! Though,admittedly,Suspiria also suffers from a rushed finale (even if most of it is brilliant)....<br /><br />In short,watch this movie,try to make the most of its good points,but be prepared for some bad ones as well. This is NOT a perfect movie by ANY means.',\n",
+ " \"I can tell you just how bad this movie is. I was in the movie and I haven't seen it yet, but I cringe at the thought of anyone actually paying to see me drunk. Especially considering what we did that year. The thing is that they probably over edited it. Especially the scene where my roommate was snorting coke of the tits of a Mexican prostitute (they probably should have followed him around). We made a few come and go appearances but aside from that I can't really remember anything. I was the MC in a few scenes (from what I'm told. What I can tell you is that everyone avoided the camera crew since who wants to be remembered as the guy who threw up or the girl who showed her tits to the world (or the girl that loser lost his virginity to). Overall the trip itself was crazy but people act different once the camera is on them.\",\n",
+ " \"David Morse and Andre Braugher are very talented actors, which is why I'm trying so hard to support this program. Unfortunately, an irrational plot, and very poor writing is making it difficult for me. I'm hoping that the show gets a serious overhaul, or that the actors find new projects that are worthy of them.\",\n",
+ " \"I hate reading reviews that say something like, 'Don't waste your time, this film stinks on ice.' It does to that reviewer yet for me, it may have some sort of naïve charm. If you like the other 'Whistler' series films, this one will be watchable. If you like 40s noirish films, this one will be watchable.<br /><br />This film is not as good, in my opinion, as any of the earlier series entries which starred Richard Dix as the protagonist. It's much slower, and the plot is trite. You've seen this same narrative device used in many other films, and usually better.<br /><br />But the acting is good, and so is the lighting, and the dialog. It's just lacking in energy and you'll likely figure out exactly what's going on and how it's all going to come out in the end not more than a quarter of the way through.<br /><br />The 'Whistler' series is semi-noir, and there character, mood, lighting, camera movement and angles are more important than the story itself. But this film is not noir. It's too light weight and Hollywood innocent for that. Neither Richard Dix's character nor those of any of his ladies in the previous films had to come to a good end. You just never knew until the end.<br /><br />But still, I'll recommend this one for at least a single viewing. I've watched it at least twice myself, and got a reasonable amount of enjoyment out of it both times.\",\n",
+ " 'Rickman is sexy and good, but the \"stranger\" is less convincing - Reedus is sort of sexy, but he is not a consistent actor - this could be the director\\'s fault in this case - we are supposed to find him alluring in the extreme just because he is \"pretty\" - but that\\'s not enough. The thwarted wife is almost convincing - 7 years marriage and she and Rickman\\'s character should be more settled with each other, whether their roles are to be incompatible or not - they must have patterns by now. i get that, although i think the wife is a bit stiff in her role - and not convincingly attracted to the \"stranger\" - so that\\'s a failing - the unspoken bonding between the Rickman character and the \"stranger\" is better done, even if we are not sure what it is. i miss Rickman\\'s sexy English accent (luckily he slips into it and out of the American pattern). disappointing but with some great acting.',\n",
+ " 'I\\'ve read approximately 10 reviews of this film, but haven\\'t taken any of them \"to heart\". Harrison Ford is being criticized for everything from his haircut to his earring and I really don\\'t see what any of these things have to do with the film. As I recall, he had bad hair plus bad reviews in Blade Runner but it\\'s still a favorite among us videophiles. It is slower than the majority of his previous films but not worthy of the trashings it has received.<br /><br />I would gladly pay $7.50 just to watch a bald Harrison Ford mow his lawn.',\n",
+ " \"If you love the book, as I do, stop watching the video after Jean and Joe meet in Australia. Up to that point it is a fairly faithful rendition of the book, and the visuals are great. 10 out of 10 to that point and I've enjoyed it many times. After that, the story is seriously rearranged and revised in ways that really destroy the key part of the book, i.e., how Jean creates a town like Alice (Springs). In the early part, the major change is to make Strachan a 40-something bachelor instead of a seventy-year old widower. This rather skews this love story, especially when there are also small changes that contribute to making him more selfish and avaricious, such as: in the book, he intimates to Joe at the ship that he might find more than a letter waiting for him in Australia, but in the video he gives Joe no clue about Jean's whereabouts or intentions. The last hour of the 5-hour video scrunches and mangles the last third of the book. I see no reason why they threw in a fight between Joe and Jean -- it is quite out of character and seems to be just an Aussie dig at Pommies for telling them what to do. Then they bring on Strachan for the wedding (instead of some three years later) -- and have him read the toast!! -- very strange, especially in the context of the relationship between Jean and Noel as cast in the video. The whole wedding scene is the invention of the screenwriters. These abominations take up time in the last hour, which was already not long enough to do justice to the fascinating story of how Jean recreates Willstown as a place where she and Joe can both be happy.\",\n",
+ " 'Night hunter is a sold B style action movie. Get a life and grow up people. Don \"the Dragon\" Wilson is a kick boxer, (hall of fame) and not an actor. If your looking for an Oscar, it\\'s not here brother. Looking for kick ass action movie with lower then low budget, this is it.The plot line may have been a little thin, but what B movie isn\\'t. I understand everybody is a critic and how one man\\'s junk is another man\\'s treasure. Get real people, judging every movie like it is an Oscar contender, just silly. Awesome fight scenes, mixed with a new twist on vampire moves. See it if your a fan, rent something else if your a hater.',\n",
+ " 'A lovely little B picture with all the usual Joe Lewis touches.... people ripping up pillows and auras of lurking fear. Also, alas, an ending that comes out of nowhere, because, apparently, the auteur has lost interest in the movie, or perhaps because as a B picture it has to fit into a slot.',\n",
+ " 'E. Elias Merhige\\'s existentialist experiment in the enduring is definitely one hell of a boring watch. This is like something Alexander de Large was forced to watch in \"A Clockwork Orange.\" But, despite just how unwatchable this film really is, it is a success.<br /><br />If you are reading this and have not already seen the film, then it is too late. For me, at least, the payoff (after 3 separate viewings with lots of break in between mind you) was seeing the list of characters *after* the story was told. That\\'s when the simple message hit home. But i wonder if Merhige could have told a 5 minutes story in about 30, instead of 78.<br /><br />However, seeing as how the cast of credits is displayed prominently on the front page for this movie, the cat is already out of the bag and you surely will only appreciate this film if you appreciate existentialist film making from the early 20th century. Even then, you might puke.<br /><br />4/10 (but i commend Merhige for crafted a piece of art, even if it is unwatchable)',\n",
+ " \"Its very tough to portray a Tagore novel along cinematographic lines.And if you forget an obscure production of 1967 then its the first time that chokher bali has been done on a grand scale. Overall the sets looked fantastic with the right touches for making a successful period drama.Prasenjit,so used to doing crass commercial stuff made a good effort.I saw the Bengali version and found that Aishwariya's voice was dubbed,which made her dialog delivery a bit poor. While the director did a good job portraying each of the characters with finesse,yet there was very little in the way of meaningful plot,probably a lack of the story itself.However the development of the characters including those with minor roles seem to be the strongest point.Its tough to make some Tagore stories into films,as only the visual parts seem to get realized.\",\n",
+ " \"I can't understand what it is that fans of the genre didn't like about this film. It was truly a lot of fun. The special effects were wonderful. I generally agree with reviews and with IMDB voters, but not this time. I waited until it came to home video which I felt was another reason that I wouldn't enjoy the film. I believe special effects films need to be seen on the big screen, but again this was not the case. To me the film begs comparison to two films that were released around the same time. Blair Witch and The Mummy. Both films that I thought were terrible. Blair was probably the most overrated horror film of all time. The Mummy made gobs of money and it was pure dreck. People liked it for it's special effects. Films like the Mummy and The Haunting are not rich in character development, they are more like funhouse rides. Well with that analogy the Mummy was a B ticket to the Haunting's E-ticket.\",\n",
+ " 'Richard Schickel\\'s 1991 documentary about Gary Cooper - \"Gary Cooper: American Life, American Legend\" gives us a look at the tremendous, all-American star through his films and his life. Narrated by Clint Eastwood, the theme is definitely \"Gary Coooper, American\" as we are taken through fast clips of his many appearances in westerns, and scenes from \"Meet John Doe,\" \"Mr. Deeds Goes to Town, and \"Sgt. York.\" The best part of the documentary is the home movies of Cooper and his family as well as his childhood photos, showing him as a beautiful blonde kid with the sunny smile he would have his entire life. There is also a hilarious clip of Cooper on \"The Jack Benny Show\" doing the comeback on the number \"Bird Dog\" - and Benny loses it. The documentary also takes us briefly through his tumultuous affair with Patricia Neal, which nearly ruined both their lives.<br /><br />There\\'s a certain cohesiveness missing from this bio/retrospective - it jumps around a lot and has no footage of Cooper being interviewed, which would have added a lot. Also, Clint Eastwood\\'s narration was described as unobtrusive. What it was, was boring and monotone. Given that Cooper himself tended to be the strong, silent type on screen, we could have used a little animation.<br /><br />On a personal note, Gary Cooper was one of the handsomest men who ever lived - there were some looks at him in his early films, but not nearly enough for this fan. That smile, those lips, that bone structure - he was handsome throughout his life, but in films like \"Morocco\" and \"Desire,\" he is devastating. Instead of sitting through a scene from one of his worst performances, as Howard Roark in \"The Fountainhead,\" giving a speech that he admitted to the author he did not understand - a young, suave Cooper in a tux would have been a nice touch. This documentary, alas, was definitely produced by a man.',\n",
+ " \"'Doppleganger', ( or 'Journey To The Far Side Of The Sun' as it is more commonly known ) was written ( with input by the late Donald James ) and produced by Gerry and Sylvia Anderson, best known for their 'Supermarionation' television shows such as 'Thunderbirds'.<br /><br />The international space agency Eurosec discovers the existence of a mysterious planet on the other side of the sun, and proposes a manned flight be sent there. The committee balk at the exhorbitant cost, and shelve the project. But when a security leak at the agency is discovered, fearing that the Russians might get there first, the project gets the green light.<br /><br />American astronaut Glenn Ross ( Roy Thinnes ) is teamed with British scientist John Kane ( Ian Hendry ). After weeks of gruelling training, the Phoenix blasts off, heading for the unknown.<br /><br />Three weeks later, their ship crashes in what appears to be a bleak, mountainous landscape. Ross survives, but Kane is badly injured. A light is seen moving towards them...<br /><br />I will leave the synopsis here. Until this point, the film has been gripping, with excellent special effects ( by Derek Meddings ) and music by Anderson's resident composer Barry Gray ( why it has not been issued on C.D. is a mystery ). But when Ross and Kane crash land, and we discover the secret of the alien world - it is a duplicate of our own, everyone on it is the same, the only major difference is that things are reversed - it becomes less interesting, and ends with a shattering anti-climax. I think the cinema was the wrong place to do this idea, in fact Gerry & Sylvia later did something similar on their 'Space: 1999' show. Ross risks ( and ultimately loses ) his life in an effort to return to Earth - his Earth. But why? The new Earth is so similar he might as well not have bothered.<br /><br />Roy Thinnes had recently done 'The Invaders' television series, and gives a competent performance ( pity there weren't more scenes like the one where he rows with his wife ). Ian Hendry is good as 'Kane', but vanishes from the story too soon. Several actors went on to appear in the Andersons' 'U.F.O.' such as Ed Bishop and George Sewell. Blink and you will miss Nicholas Courtney ( 'The Brigadier' from 'Dr.Who' in a tiny role ). But the acting honours go to the late Patrick Wymark as 'Jason Webb', head of Eurosec. The character is not far removed from 'Sir John Wilder', the one he played in A.T.V.'s 'The Power Game'. Webb is such a devious character he is marvellous to watch. Herbert Lom's contribution ( as a spy with a camera hidden in a false eye ) amounts to little more than a cameo.<br /><br />Like I said, the special effects are marvellous, as are the sets. So the film is worth watching, but do not expect very much to happen once the action moves to the mirror planet. With a stronger script, this could have been another 'Planet Of The Apes' or - dare I say it - '2001: A Space Odyssey'.<br /><br />In Anderson's productions, he made the future seem like a great place, an adventure playground where science was cool, everyone had swank cars whose doors opened vertically, sexy women, and absolutely no suggestion that anything is seriously wrong with the world. We are in the future now and people are still watching 'Coronation Street' every other night. How disappointing. If a mirror Earth really exists somewhere, one hopes that is a better place than this one. If all the women there look like Lynn Loring or Loni von Friedl, I will be on the next flight!\",\n",
+ " \"Every time I watch this show I just want to turn it off and curse the makers for wasting my time week after week. The dialogs, or monologues rather, as everybody just rants on endlessly about nothing, are just becoming so tedious. For example, the episode I watched yesterday began with a seemingly unending rambling about how a particular dish (I forgot what it was, pasta with meatballs perhaps) always manages to turn the Gilmore family dinner into all-out war. And these were just the few seconds or so.<br /><br />So it seems every time, lots of lines, with absolutely zero content. The scripts they use must be enormous.<br /><br />But then every once in a while something happens. The babbling stops and suddenly there are these wonderful silent, emotional moments. For example, this week it was Lorelai's breakdown at the estate agent's. I just thought it was the best piece of TV I have seen for a long while.<br /><br />Almost makes everything worthwhile.\",\n",
+ " 'The Ator series is a shining example of what B-movies should be. They fail in every aspect, but in such a hilarious way that they are funny rather than sad. \"Ator l\\'invincibile 2\" aka \"The Blade Master\" aka \"Cave Dwellers\" shows us Europe\\'s favorite Conan clone, Ator where we left him in the first movie- after showing us a lengthy recap of all the events of the first film. This time the world must be saved from \"The Nucleus\", a kind of bomb, represented on screen as a bright light (I guess they couldn\\'t afford a prop). This one features invisible attackers and samurai. As with the first film, lots of stock footage is used (including one rather obvious bit from \"Star Wars\"). Thoroughly laughable and unforgettably bad- this is an exception B-movie.',\n",
+ " \"HUSBANDS BEWARE is a remake of the Shemp classic BRIDELESS GROOM. The film's new cooking scene at the beginning of the film is great. The stooges are always funny when they cook. However after the first few minutes of cooking footage, we cut to original footage of BRIDELESS GROOM. One thing I noticed about these 1953 to 1956 remakes are that they do fit with the new story. They do an insert shot if the old story line doesn't match.<br /><br />HUSBANDS BEWARE does have a new ending, but I won't give it away to those who want to be surprised.<br /><br /> **** out of 4 stars.\",\n",
+ " 'I felt it necessary to respond to the comments posted on the front page of this film\\'s page because some of it was slightly misinformative.<br /><br />Originally I posted quotes from the original poster, but I wasn\\'t sure if it was proper given that this is the \"comments\" index and not a message board (though we used to use \\'em that way back before IMDb added the film message boards) so I will edit this to make it unnecessary.<br /><br />Well, first of all you may not be aware of this, but Gene Kelly first became famous for playing \"Pal Joey\" on Broadway in the original production. When Vincente Minnelli decided to make a Gershwin \"panorama\" film, he wanted Kelly\\'s character to be more sophisticated than the \"goody two shoes\" roles he had been playing in most his films (with the exception of \"For Me and My Gal\"). Alan Jay Lerner was instructed to construct a new story set in Paris based on the story of \"Pal Joey\". This gave Kelly a chance to play his famous role from Broadway even though Warners had outbid MGM for the rights to \"Pal Joey.\" In my opinion, the WB film \"Pal Joey\" is a wreck, though Sinatra was suitable for the role, but other problems sunk the film (script changes and poor direction. ===================================================<br /><br />You complain that Kelly\\'s pictures are not well done, even citing your art education to prove the point. But you miss the fact that Kelly\\'s bad art was clearly designed to be bad, and it is necessary for the story/characters. The pictures are so bad, the audience knows that Kelly isn\\'t ready for an exhibition. Even he knows it, though Milo has sort of sugared him up to the point where he almost believes her. But it\\'s important that the audience not be sitting there saying \"but, he\\'s a great artist, if he only had the chance!\". You want the audience to be fully aware of his deficiencies.<br /><br />Then you complain that he sabotages his interest in the show; again you are not understanding the structure of the story. He refuses because he doesn\\'t want to feel like a gigolo, and because he knows he\\'s not really ready for the exhibition. His enthusiasm for the exhibition is certainly not as great as \"Joey\\'s\" enthusiasm to \"start a nightclub\". But it serves the same function in the plot. Remember, it\\'s essential in \"Pal Joey\" (the play) that Joey gives up his nightclub after he realizes that he doesn\\'t deserve it. Same with the art show. If Kelly\\'s paintings were actually good, it would undermine this whole point. ===================================================<br /><br />Then you complain that Caron and Kelly have no \"chemistry\". I guess it\\'s in the eye of the beholder. I agree, the chemistry between them is not as strong as it should be, but for me it was fine. Compare it to even worse \"forced\" romances like the one between Cary Grant and Sophia Loren in \"The Pride and the Passion\". ====================================================<br /><br />When you say that the big dance finale has nothing to do with anything else in this film, it just shows that you haven\\'t dug beneath the surface of the film into its symbolism. Many elements in the dance sequence relate to the story and characters, and through the dance the plot is resolved through images and symbolism. It\\'s about finding love, enjoying love, then losing love (he looks around and his love is gone). The movements of the symphony are constructed so that part of each dance scene mirrors a separate phase of Parisian Art and also a separate phase of their relationships. If you didn\\'t\\' see that, it\\'s not the movie\\'s fault. It\\'s certainly not a \"load of crap\". ==================================================',\n",
+ " '\"Pink Flamingos\" was revolutionary for its time, and even today it\\'s still hard to watch. Not that I didn\\'t enjoy the film, it\\'s hilarious; but it\\'s very repulsive and Jonh Waters pushes the envelope as far as it can go. The story concerns Babs Johnson (Devine), she\\'s the filthiest women alive. She lives in a trailer with her son Crackers and daughter Cotton. Not to mention the overweight Edie who\\'s obsessed with eggs and sleeps in a crib. Then there\\'s Connie and Raymond Marble, two filthy perverts who are jealous of Babs. They long to outdo her in being the filthiest person alive. This means having their janitor impregnate kidnapped women and selling the babies to lesbian couples, flashing people in public, and even sending Babs a turd in the mail. Babs fights back to prove she\\'s the most deranged person alive. Which even includes incest, murder and eating dog crap and other sick sexual acts. It\\'s a film that\\'s fun for the whole family. (well depending on where you live?) Watch \"Pink Flamingos\", but don\\'t forget your barf bag. For more perverse, weird sex and bodily functions also see \"Sweet Movie\".',\n",
+ " \"First, the positives: an excellent job at depicting urban landscapes to suit the mood of the film. Some of the shots could be paintings by De Chirico. Sophie Marceau, beautiful.<br /><br />The negatives: the stories are hard to believe. Unreal, uni-dimensional characters preen and posture 100% of the time, as if they were in some kind of catwalk. This is neither the Antonioni of his earlier, much better movies nor the Wenders we've all come to know and appreciate. Malkovich is excess baggage in this movie.\",\n",
+ " 'eXistenZ is an exploration of reality and virtual reality, wherein characters run from realm to realm, landscape to landscape trying to beat a game they know not the goal of or exactly where it\\'s leading them. Within that virtual reality game is more layers of virtual reality games, calling into question which reality they arrive from is the \"real\" one.<br /><br />Of course it\\'s not spectacular at hiding the fact that it\\'s not going to reasonably answer to a true reality, instead tossing the idea of whether it\\'s real or a video game into question even up to the end. I\\'m not even sure Cronenberg pretends that twist won\\'t be there, it\\'s so incredibly obvious in a sense it\\'s kind of disconcerting.<br /><br />The problem with this film though is its base nature, in a sense. Cronenberg is questioning reality AND criticizing game play. Yet the same things that he uses to criticize game play makes him revel in it: the violence, the discontinuity, the lack of focus and in a sense, the pixellation even if there isn\\'t such pixellation in the film. I have once heard someone state that Cronenberg\\'s violence is actually a criticism of hyperviolence in media, but he hides that well with the fact that he derives such incredible pleasure in ripping new orifices into humans, animals, and amorphous piles of biological sludge.<br /><br />What IS brilliantly written and done about this movie is the use of video game conceits (not being able to say exactly what you want to say during cut scenes, relative lack of surroundings or surroundings that don\\'t make sense, only a few people around where it feels there should be many and vice-versa, all of that stuff) along with the motif of penetration. It definitely deconstructs the video game reality in a way that\\'s nauseating and absurd, but it does it even better by replacing video game electronics with literal \"pods\" of biological matter that squirm and shift and are, frankly, disgusting to the one of the most horrifying degrees. For what it\\'s worth, this film causes a reaction in you.<br /><br />But what for? It criticizes virtual reality, but it\\'s a movie: it is its own virtual reality. It seems to criticize the banality of video game plot lines and character design, yet it maintains that banality. It definitely seems to worry over whether killing a video game character is more okay than killing an actual human being and how video games can be confused with reality and cause people to not think about the consequences of their actions in real life, and yet I say again, it derives the utmost pleasure from ripping people, objects, beasts, things, and organisms into bloody shreds.<br /><br />So whereas it has a key focus of angst, it doesn\\'t really do anything with it, not really. Only what it does do is present that angst in such an original way it can\\'t really be denied its own moment of splendor.<br /><br />In a sense, it\\'d be much easier to just hate this movie for being gory and violent, because there\\'s no good reason I can see for loving it and yet I can\\'t disregard it as mediocre or bad. It\\'d be easier to simply not be able to take it, but since I can, there\\'s nothing I can really do with it. I do believe it is a little excessive, it really didn\\'t need to go as far as it went, but Cronenberg\\'s intentions are so mixed up and confused I don\\'t know if that was Cronenberg\\'s flaw or Cronenberg\\'s point, and I don\\'t think there\\'s really any way to figure it out except maybe ask him directly.<br /><br />--PolarisDiB']"
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+ "['This is a pretty simplistic romance. Girl finds boy, girl loves boy, girl loses boy, girl finds boy. Colleen Moore is the outstanding ingredient in this recipe, delivering a wonderfully varied dramatic/romantic performance, well deserving of an Oscar nom. Equally fine are the aerial combat special effects.<br /><br />Moore plays a French girl whose mother has turned over their field to a British aerial squadron during WWI. She is the \"daughter of the regiment\", loved as a little sister. Into this mix comes a fill-in for a downed flyer, Gary Cooper. At first they hate each other, then they love each other, then the entire squadron is sent out on a suicide mission. Cooper returns but crashes in the village and a red cross unit removes him. Moore searches for him, is told at a hospital he is dead, then wanders the streets until he calls from a hospital window and they are reunited.<br /><br />It\\'s a nice little romance, but hardly more than that. Recommended for fans of Ms. Moore and Mr. Cooper',\n",
+ " \"It's Die Hard meets Cliffhanger when a ski resort is besieged by terrorists and it's up to one cop, Jack (Crackerjack) to stop this.<br /><br />A B-action movie that borrows from other films and is quite good with pretty good action, a ridiculous plot (as always in these movies) and three fine stars. Thomas Ian Griffith as the cop and Nastasja Kinski and Christopher Plummer as terrorists. If you don't like stupid B-action movies this is not for you.\",\n",
+ " 'Just watched on UbuWeb this early experimental short film directed by William Vance and Orson Welles. Yes, you read that right, Orson Welles! Years before he gained fame for radio\\'s \"The War of the Worlds\" and his feature debut Citizen Kane, Welles was a 19-year-old just finding his muse. Besides Vance and Welles, another player here was one Virginia Nicholson, who would become Orson\\'s first wife. She plays a woman who keeps sitting on something that rocks back and forth courtesy of an African-American servant (Paul Edgerton in blackface). During this time a man (Welles) keeps passing her by (courtesy of the scene constantly repeating). I won\\'t reveal any more except to say how interesting the silent images were as they jump-cut constantly. That\\'s not to say this was any good but it was fascinating to watch even with the guitar score (by Larry Morotta) added in the 2005 print I watched. Worth a look for Welles enthusiasts and anyone with a taste of the avant-garde.',\n",
+ " \"**** SPOILER WARNING ****<br /><br />Absolutely without a doubt, one of the funniest comedies ever created for the screen. Totally impossible to take any of this seriously. It would take a major novel to list all of the comedy routines in it. During the glory days of her program, Carol Burnett and company, who often did take-offs on films, skewered this one in ways that were hard to imagine. Carol played Jenny who suddenly became ill with only a slight cough and immediately the treacly music came up and everyone looked around wondering where it was coming from. Harvey Korman played Oliver with flowing locks and almost look liked Ryan O'Neal. The only thing funnier than this bit, is the real film.<br /><br />What a death scene at the end. Jenny really looks like she's dying alright...dying for her make-up artist to come in and give her a little color. And of course, we all know how often hospitals encourage a loved one to get in bed with them during the patient's final moments. The ending scene with Ryan O'Neal sitting on a bench in the snow contemplating his future in the movie business is an instant classic. He had plenty to worry about. He never did recover from this.\",\n",
+ " 'Another FINE effort by America\\'s most UNDERrated filmmaker. His knowledge on the subject of racism is STAGGERING, and IMPRESSES me on more than one level. Accusations that Lee is really just a devious little racist, a poisonous dwarf who opportunistically exploits Hollywood\\'s Affirmative Action system to make movies of inferior quality is utter NONSENSE, mere Right-Wing propaganda. The very notion that Lee would resort to misusing the current climate of political correctness in America in order to produce hate-filled anti-white movies is simply FALSE and malicious.<br /><br />Some of Lee\\'s detractors even go so far as to suggest that GOTB glorifies African-Americans, while putting down other races: obviously, another FALSEHOOD disseminated by people who are AGAINST peaceful co-existence between different races in America and elsewhere.<br /><br />My favourite scene in the movie is a lengthy dialogue early on between the rich black Republican and the others in the bus. The views presented by that man are simply WRONG - all across the board. 100% UNTRUE. He LACKS education, unlike the brilliantly INFORMED guys who quite DESERVEDLY throw him off the bus.<br /><br />TERRIFIC performances, and an INTELLIGENT script make for a viewing experience that has been RARELY rivaled by any political movies made since.<br /><br />I also want to point out the incessant LIES that the Million-Man March had only 80,000 people taking part in it!<br /><br />(And now all you have to do is take the antonyms of all the words written in capital letters...)<br /><br />So what message does Lee send here? If someone doesn\\'t agree with your political views, you simply apply violence and throw him off the bus. I thought the movie said \"get ON the bus\"...?<br /><br />Apparently, Mr.Lee is for bus-segregation after all, i.e. is no different than those KKK lunatics before him: the bus is only for those blacks who are in line with the Democratic Party\\'s line of thinking. So much for \"freeing the slaves\"...<br /><br />The end-credits: \"This movie was entirely financed by black people.\" And distributed and marketed by a major Hollywood studio run by Jews and whites whom Farrakhan despises...',\n",
+ " 'This is probably the first entry in the \"Lance O\\'Leary/Nurse Keat\" detective series; in subsequent O\\'Leary films, he was played by much younger actors than Guy Kibbee.<br /><br />A group of relatives (all played by well-known character actors) gathers in an old house (on a rainy nite, of course!) to speak to a wealthy relative, who goes into a coma.<br /><br />While they wait for him to recover, all sorts of mysterious goings-on happen, including a couple of murders.<br /><br />A creepy film; worth seeing!',\n",
+ " \"i got a copy from the writer of this movie on soulseek. I have to say it is pathetic and just plain painful to watch the two cops act, but i watched the movie as a joke and since it is a homage to august's underground which i happened to have seen it is in my book as an awesome movie. Its quality and everything about it is pretty bad but its entertaining and something to talk about amongst your friends. Reminds me of troma but good stuff. I recommend seeing this under two conditions, if you are bored and need a good laugh, or high, otherwise just let it be. Recommended download for sure. o and the killings are pretty funny. like when the zombie rips the Satan worshipers dick off and stabs someone in the head with it.\",\n",
+ " 'Dare Rudd (John Wayne) and sidekick Dink Hooley (Syd Saylor) are itinerant cowpunchers who can\\'t seem to stay in one place very long. In \"Helltown\", the boys are headed to Montana, where they meet up with Rudd\\'s cousin Tom Fillmore (Johnny Mack Brown), who offers them a job. It\\'s a hoot to see the boys wearing aprons as they start out as cooks with the herd, although Dare becomes self conscious when Miss Judith (Marsha Hunt) rides into camp. Judy is Tom\\'s girl, but the attraction between her and Dare is evident early on.<br /><br />Fillmore has a cattle herd to move, and promotes Dare to running the drive, partly to prove to Judy that he may not be up to the task. Meanwhile, bad guy Bart Hammond (Monte Blue) has his eyes on Fillmore\\'s cattle, but when his henchmen fail to rustle the herd, he figures it\\'s easier to win the money that Dare was paid at the end of the trail. Conning Dare into a rigged card game with his man Brady (James Craig), Dare\\'s money begins to evaporate hand after hand. It\\'s only when Dare fails to show up back at Fillmore\\'s ranch that Tom goes out to find his cousin. Exposing the cheats, Tom, Dare and Dink high tail it before the bad guys can get their revenge.<br /><br />\"Helltown\", also known as \"Born to the West\", was released in 1937 by Favorite Films Corporation, a couple of years after Wayne\\'s series of Westerns for Lone Star Productions. It only slightly alters the Lone Star formula; Wayne does get the girl at the end of the film, but here he was trying. There\\'s a great runaway horse scene where Wayne rescues Marsha Hunt, in which Johnny Mack Brown\\'s horse does a complete somersault spill. Syd Saylor does a nice job as the comic relief pal, doing his best to sell lightning rods to unsuspecting victims. He replaces familiar faces George \"Gabby\" Hayes and Yakima Canutt here, staples of the Lone Star films. John Wayne\\'s charisma is beginning to develop here, preparing him for the leap to super star status that he eventually achieved. <br /><br />\"Helltown\" was based on a novel by legendary Western author Zane Grey. If you\\'re looking for more films based on Grey\\'s stories, try \"Fighting Caravans\" with Gary Cooper, \"The Light of Western Stars\" with Victor Jory, \"Drift Fence\" with Buster Crabbe, and \"Heritage of the Desert\" with Randolph Scott.',\n",
+ " \"First of all; it's very dilettantish to try describe way of history only from positions of guns, germs and steel. The same tried to do Marxists from economical positions.<br /><br />The reason of Western success can't be just dumb luck, the advantages of domesticated plants and animals. We see, that all around the world any advantages and bonuses are complete useless if they aren't wisely managed. In the Japan there isn't huge natural resources, but Japan is one of the top world economies, the same situation in Singapore, but in Nigeria, country with rich oil resources, there are only middle-low success. Both of this nations had and still have access to Western technology and inventions, but why such gap? <br /><br />In the end of movie Daimond declared, that it's very important to understand factors of guns, germs and steel, to UNDERSTAND. Maybe the main factor of world's difference is not geography, but people ability to understand and use things? The mental ability to understand. And in this case geography is only subordinated.\",\n",
+ " \"Thanks to the BBC for this show. I used to suffer from an inferiority complex, I hated leaving the house, talking to new people and I had an overwhelming sense that people hated me. However after watching one episode of 4 Non Blondes my fortunes started to change. After episode 2 I started applying for new jobs, wearing fashionable clothes and I actually felt talented. When the series had finished I was running the sales department at work, banging a plethora of women and frequently won the karaoke competition down my local. If you ever have a confidence crisis and don't know where to turn then take a trip down to Poundland and pick up the DVD it's only 99p.\",\n",
+ " \"It is a great tragedy that both Richard Harris and John Derek are no longer with us. But that shouldn't blind anybody to the fact that in 1981, a pretty ugly blotch appears on both men's CVs. No doubt John Derek conceived this movie doing for his wife what 'Some Like it Hot' and 'One Million Years BC' did for Maryln Monroe and Raquel Welsh respectively, creating an iconic sex symbol for the new decade. Having run to embrace Dudley Moore on the beach in '10' Bo's reputation, an all-star cast and location filming in Sri Lanka meant that nothing could go wrong. Alas, as they say, Mortals plan and God laughs. It is said that when this film premiered in 1981, the Edgar Rice Burrows estate tried to take legal action against it. Bo Derek plays Jane Parker who sets off into turn-of-the century Africa to be reunited with her boozy, abusive Dad, Richard Harris. Daddy Parker is an explorer who has set out to find 'the Great Inland Sea' the stuff of local legend, whose existence has been poo-pooed by conventional wisdom. Harris is worth watching for a wonderfully hammy, tanked -up performance which includes singing an Irish ditty at an Indian elephant that somehow found its way into Africa (did it arrive at the same time as the Orang-Utan from Sumatra???) Furthermore, although Jane professes to despise Parker, Bo and Rich's relationship is creepily incestuous, testimony perhaps to the effects of the tropical heat. Before long, however, local legends start to circulate about a 'Great White Ape' and Jane hears the famous yodel. This is the movie's cue for Miles O'Keefe, a future B-Movie star, making a rather odd debut as the loin-clothed Lord of the Jungle. Unlike Johnny Weismuller with his pidgin English or Ron Ely who speaks the language fluently, the O'Keefe Tarzan is mute. Given some of Bo and Richie's dialog, though, this is probably not a bad thing. Harris and his caravan eventually reaches the Great Inland Sea, located atop a gigantic plateau that seems to run halfway across Africa....hang on, aren't seas, lakes and other watery places generally located in low-lying areas?? Nevermind, it is just one of many anomalies in the John Derek universe. The crew attempt to mount the cliffs and when the ropes snap, Harris roars echoing abuse at the hapless men who have plummeted to their deaths. On another occasion, Jane decides to take a nude swim by the Inland Sea, giving another occasion to see some gratuitous nudity. Out of nowhere a single male lion appears. Now lions usually travel in prides and never go near beaches but later on, Tarzan will be wrestling with a (venomous) boa constrictor. Zoology doesn't seem to have been one of John Derek's strong points..... This being a Tarzan movie, Jane becomes enchanted with the Lord of the Jungle and resolves to take his virginity. But having seen his closeness to some of those chimps, you do have to wonder...Speaking of which, it's not only the Edgar Rice Burroughs estate could have sued. It is highly probable that certain primates were on the phone to their lawyers: the chimps here make you miss Cheeta badly. Especially when they do ridiculous things like ride on the backs of elephants and clap their hands when Tarzan and Jane finally get it on! The climax of this film has Bo and Harris captured by some rather stereotypical cannibals who paint our heroine and prepare to sacrifice/eat/execute her. Suffice is to say that The Great Wooden Ape gets his girl and *SPOILER* Harris gets himself impaled on a huge elephant tusk! This doesn't stop the dying Parker from delivering a rambling monologue to Jane. As far as I am aware, the law suit from the Rice Burrows estate never materialized but 'Tarzan the Ape Man' was crucified at the box office (no kidding?) A pity. John Derek could have directed 'Tarzan the Ape Man 2' with Bo Derek and Miles O'Keefe living in domestic bliss and Dudley Moore as 'Boy.'\",\n",
+ " \"So after the initial disappointment of the first Final Fantasy movie, which seemed to bare next to no resemblance to the Final Fantasy series, Final Fantasy: Advent Children has released itself to a warm reception and, now, a dedicated fanbase. And the reason for the films success is understandable as it has lush graphics, fast moving fight sequences and some cool as hell characters. However, if you haven't played FF7 then it is likely that you will not enjoy this film as it's storyline carries on from the game without previous explanation and your likely to get lost from the plot even if you have played the game. Secondly, there is no character development, without previous knowledge from the game your opinions on the characters are limited to 'cool' and 'not cool'. Of course, for FF7 fans the film is almost guaranteed to entertain, at least for nostalgic reasons, and it's cool seeing all the characters you grew to love from the game rendered in some pretty amazing computer animation. One last complaint, the film, at least in my opinion, attempted to cram too much into less than two hours and therefore the last half hour or so seems horribly rushed. If you played and enjoyed FF7 than it is a worthwhile watch, though nothing too special. If you have not played FF7 then it is best that you play it first before watching this film.\",\n",
+ " 'Diana Guzman is an angry young woman. Surviving an unrelenting series of disappointments and traumas, she takes her anger out on the closest targets.<br /><br />When she sees violence transformed and focused by discipline in a rundown boxing club, she knows she\\'s found her home. <br /><br />The film progresses from there, as Diana learns the usual coming-of-age lessons alongside the skills needed for successful boxing. Michelle Rodriguez is very good in the role, particularly when conveying the focused rage of a young woman hemmed in on all sides and fighting against not just personal circumstances but entrenched sexism.<br /><br />The picture could use some finesse in its direction of all the young actors, who pale in comparison to the older, more experienced cast. There are too many pauses in the script, which detracts from the dramatic tension. The overall quietness of the film drains it of intensity. <br /><br />This is a good picture to see once, if only to see the power of a fully realized young woman whose femininity is complex enough to include her power. Its limitations prevent it from being placed in the \"see it again and again\" category.',\n",
+ " 'I run a group to stop comedian exploitation and I just spent the past 2 months hearing horror stories from comedians who attempted to audition for, \"Last Comic Standing.\" If they don\\'t have a GOOD agent, then they don\\'t even get a chance to audition so more than 80% of the comedians who turn up are rejected before they can show anyone that they have talent! If they do make it to an audition, I was told that it\\'s \"pre-determined\" if they get a second chance. So what the TV audience sees is NOT the best comics in the US.<br /><br />If the comics do make it to the show, then most of them don\\'t get IMDb credits. I know this because I did the credits for all 6 seasons of, \"Last Comic Standing\" and I don\\'t get paid for doing the Producers\\' job. It\\'s really a disgrace. A month ago, I asked, \"Last Comic Standing 7\" on Facebook why the Producers aren\\'t giving IMDb credits and I was banned from their Facebook Page!!! I am not a comedian so I do not have a personal stake in this. I just want people to know the truth. I don\\'t like seeing ANYONE getting exploited and that\\'s why I\\'ve been helping the comedians. Comedians get exploited on HBO, BET, TvOne and other cable networks but NBC is a BIG THREE network so those in charge should be ashamed of themselves for allowing this exploitation to happen.<br /><br />Please watch this video of a comedian who was victimized: http://www.youtube.com/watch?v=RMb4-hyet_Y',\n",
+ " \"The reality of the mafia environment is absolutely dog-eat-dog where a gangster will be killed for showing any sign of weakness because they become a liability. I've got no problem with the human side of gansters' being portrayed but Bugsy steers too far in the direction of soft, comical, men. The film is enjoyable but is only light entertainment and not a biopic of a man who, though exciting, was extremely dangerous and fearsome.<br /><br />The acting's all good and the direction very solid. The locations and era are very well represented and the themes very interesting. Did Bugsy really want to kill Mussoulini?\",\n",
+ " \"How much can you really say about a condom with teeth? The plot was really out there, but it was something campy to see on a Friday night. The story has a lot of unexpected twists, and it's a great way to offend all you're conservative friends!\",\n",
+ " '**Possible Spoilers Ahead**<br /><br />Gerald Mohr, a busy B-movie actor during the Forties and Fifties, leads an expedition to Mars. Before we get to the Red Planet we\\'re entertained by romantic patter between Mohr and scientist Nora Hayden; resident doofus Jack Kruschen; and the sight of Les Tremayne as another scientist sporting a billy-goat beard. The Martian exteriors feature fake backdrops and tints ranging from red to pink\\x96-the \"Cinemagic\" process touted in the ads. Real cool monsters include a giant amoeba, a three-eyed insect creature, an oversized Venus Fly-Trap, and the unforgettable rat/bat/spider. The whole bizarre adventure is recalled by survivor Hayden under the influence of hypnotic drugs. THE ANGRY RED PLANET reportedly has quite a cult following, and it probably picked up most of its adherents during the psychedelic Sixties.',\n",
+ " 'Too Much of Something Borrowed Grade B-<br /><br />Super Bowl Sunday is one of the slowest days at movie theaters every year. Because of this, movie studios tend to avoid releasing bigger budgeted films that weekend. Every few years a studio releases a counter-programming female skewing movie (2001\\'s \"The Wedding Planner\") to compete with the big game. This Super Bowl weekend similarly titled \"The Wedding Date\" will try to find success and attract viewers not watching the game. <br /><br />Sick of people feeling sorry for her, single-woman, Kat Ellis (Debra Messing, TV\\'s \"Will and Grace\") hires male escort Nick ( Dermot Mulrony, \"About Schmidt\") to pose as her boyfriend for her sister\\'s wedding in London. Her family has been giving her a hard time about her not being married, and her ex- fiancé of seven years, who dumped her without a reason, is the best man. To make him jealous Kat parades Nick around her ex to make him see what he is missing. But ultimately Nick helps Kat realize that she can open up, and let someone love her.<br /><br />The film borrows too much from similar wedding movies. It is almost a carbon copy of 1999\\'s \"Picture Perfect\" and mixes in scenes similar to \"The Wedding Planner\" and \"My Best Friends Wedding\". The movie also has a reverse \"Pretty Women\" theme going for it, and knowing her audience, the director makes clever references to that and other films.<br /><br />\"The Wedding Date\" has all the clichéd elements of a typical wedding movie, there is the stereotypical overbearing mother (Holland Taylor, \"Legally Blonde\"), and practically plagiarized wedding speeches by the family and friends at the wedding and rehearsal dinner. The twist at the ending has been done before, but it was something that wasn\\'t completely expected. The real reason why Kat was dumped comes as a surprise and changes the direction of the film for the last half hour.<br /><br />Even though \"The Wedding Date\" is predictable, it is able to stand on its own. Debra Messing, in her first lead role, proves she can be charming and funny. Dermot Mulrony has great chemistry with Debra Messing, but most of his dialogue was too corny and unrealistic. He is able to make best of what he is given, and be able to salvage the character. <br /><br />By the use of many clever puns (often sexual), the film is actually funny. Although primarily a chick-flick the film has components everyone can enjoy. The feel good story, and humor make it the best date movie released in a long time.',\n",
+ " 'If Alien, Jurassic Park and countless other sci fi horror movies are your cup of tea, add a lot of sugar and you\\'ll get this one down. The film begins in jolly old England around 1100ad and then jumps to present day California. Our hero Carver (Dean Cain) is the new Security Chief and Military Advisor for a Science Lab 400 feet underground. He arrives (Carver is also a helicopter pilot) with the lead Scientist and we soon find out it\\'s a cloning lab and they have something newly found to clone. Is it a Dinosaur or what? As with the above movies, all hell breaks loose and our characters start getting picked off. The special effects on the Monster are pretty good for a \"direct to video\" movie and Dean Cain does what he gets paid for. But forget the rest of the group as we find out why we have never seen them before. Again, don\\'t go in with high expectations and you\\'ll be ok.',\n",
+ " 'Another Day - this movie requires you to watch it another day to understand it. I thoroughly enjoy watching Shannen Doherty and I was quite interesting in seeing how well Julian McMahon and Shannen appeared together following the roles they played in Charmed. I can certainly PRAISE the acting skills throughout the film, even the directing - but the plot...what happened? I am at a loss for words because I am still confused. I have to stay loyal to the actors who really did a good job considering the madness of the plot. I also have to recommend you watch it because despite the plot-madness I would still watch it over and over again.',\n",
+ " 'We now travel to a parallel universe where the appearance of giant prehistoric monsters flattening cities are part of the daily routine. It\\'s the world of Godzilla, Rodan, Mothra Ghidrah and their kind - a strange world, and one made even stranger by the appearance of an unidentified flying turtle called Gamera.<br /><br />Forever in the shadow of the monolithic Toho Studios, second rung Daiei Studios were more famous for samurai sagas than monster movies. In the mid 60s they decided to join the giant reptile race and designed a rival monster series to Toho\\'s mammothly successful Godzilla. They wisely chose Gamera as their flagship - a giant turtle that shoots flames from between its snaggle-teeth, and spins through the air by shooting flames through its shell\\'s feet-holes (and at one point you almost see the paper mache shell catch fire!).<br /><br />The first Gamera film \"Gamera The Invincible\" (as it was sold to the US) is a virtual mirror of the first Godzilla film, only 10 years behind. American fighters chase an unmarked plane over the Arctic to its fiery demise - the nuclear bomb on board ignites and awakens the giant Gamera from its icy slumber. Feeding off atomic energy, it immediately goes on a rampage, and the world wants to destroy Gamera once and for all, but a little Japanese boy named Kenny, who has a psychic connection with the giant turtle and even keeps a miniature version in an aquarium by his bedside, believes Gamera is essentially kind and benevolent. He\\'s like a little Jewish kid with a pinup of Hitler. \"Gamera is a GOOD turtle,\" he pleads, then sulks, and puts on a face like someone\\'s pooped in his coco pops. Miraculously the world\\'s leaders listen to him, and so begins Z-Plan to save the world AND Gamera from complete destruction.<br /><br />Released in 1965, Gamera was a surprising hit. The annoying infantile anthropomorphism actually worked on kiddie audiences in both Japan and the US, and the sight of Gamera on two feet stomping miniatures of Tokyo and the North Pole is gloriously chintzy. Most surprising of all is the longevity of the series: eight original Gamera films, plus a slew of recent remakes. Not bad for a mutant reptile whose only friend is mewing eight year old milquetoast - and if I hear \"Gamera is friends to ALL children\" one more time I\\'M going to crush Tokyo. Which appears to be an easy task in the parallel universe where children are smart and turtles are bigger than a Seiko billboard in the 1965 turtle-fest Gamera.',\n",
+ " \"this movie was banned in england? why? tom savini, george romero, dario argento, lucio fulci and others had done far worse before and have continued to so since...<br /><br />this movie has all the basic elements of a decent 70s or early 80's horror film. good looking girls (who can't act to save their lives, by the way), a terrible lightning storm with a torrential downpour, a scythe, a crazy brother wandering around the family estate, and actually a pretty damn good twist at the end. but banned? seriously. when the English parliament banned this movie, the italians probably laughed their collective asses off at how backwards and prudish the brits really were.<br /><br />there was maybe two minutes of total screen time devoted to the violence and gore (which was greatly underdone). there was nudity but no sex although allusions to sex were made, obviously. but absolutely nothing worthy of being banned.<br /><br />i would like to see what could have been done if the filmmakers had a decent budget to work with. as it stands, the film is entertaining, but the lack of picture and sound quality take away from the end result.<br /><br />banned... what a joke...\",\n",
+ " \"Raising Victor Vargas: A Review<br /><br />You know, Raising Victor Vargas is like sticking your hands into a big, steaming bowl of oatmeal. It's warm and gooey, but you're not sure if it feels right. Try as I might, no matter how warm and gooey Raising Victor Vargas became I was always aware that something didn't quite feel right. Victor Vargas suffers from a certain overconfidence on the director's part. Apparently, the director thought that the ethnic backdrop of a Latino family on the lower east side, and an idyllic storyline would make the film critic proof. He was right, but it didn't fool me. Raising Victor Vargas is the story about a seventeen-year old boy called, you guessed it, Victor Vargas (Victor Rasuk) who lives his teenage years chasing more skirt than the Rolling Stones could do in all the years they've toured. The movie starts off in `Ugly Fat' Donna's bedroom where Victor is sure to seduce her, but a cry from outside disrupts his plans when his best-friend Harold (Kevin Rivera) comes-a-looking for him. Caught in the attempt by Harold and his sister, Victor Vargas runs off for damage control. Yet even with the embarrassing implication that he's been boffing the homeliest girl in the neighborhood, nothing dissuades young Victor from going off on the hunt for more fresh meat. On a hot, New York City day they make way to the local public swimming pool where Victor's eyes catch a glimpse of the lovely young nymph Judy (Judy Marte), who's not just pretty, but a strong and independent too. The relationship that develops between Victor and Judy becomes the focus of the film. The story also focuses on Victor's family that is comprised of his grandmother or abuelita (Altagracia Guzman), his brother Nino (also played by real life brother to Victor, Silvestre Rasuk) and his sister Vicky (Krystal Rodriguez). The action follows Victor between scenes with Judy and scenes with his family. Victor tries to cope with being an oversexed pimp-daddy, his feelings for Judy and his grandmother's conservative Catholic upbringing.<br /><br />The problems that arise from Raising Victor Vargas are a few, but glaring errors. Throughout the film you get to know certain characters like Vicky, Nino, Grandma, Judy and even Judy's best friend Melonie. The problem is, we know nothing of Victor Vargas except that he is the biggest gigolo in the neighborhood. We know that he knows how to lick his lips, and comb his fro, and carry himself for the sake of wooing girls into the sack, but that's all. We know that Nino plays piano, and quiet well, you could see it by the awards on the family piano. We know his sister Nicki, is a gossip-loving girl with an invested interest in watching TV. We know that grandma is a hard-working traditional Latina woman who's trying to raise her kids with conservatively in a world of excess corruption. Yet where is the titular character, Victor Vargas? He's in this movie somewhere, but we only know what the movie tells us. This is by far the film's biggest flaw. Victor Vargas isn't so much a character but a ping-pong ball, bouncing between scenes with Judy and his Grandmother, but we never get to know who Victor Vargas really is. This is important because as I've mentioned the only thing we know of Victor Vargas is that he's a sexually active teenager with a libido the size of Manhattan. He's a total Alpha-male. Victor Vargas is not the kind of character I sympathize with at all. Why should anyone? So by the end of the movie, in the aftermath of the climax are we truly led to believe that somehow Victor Vargas has attained ANY depth and learned the errors of his ways? How could such a two-dimensional character have any depth? If only the director had worried a little more about fleshing out his main character instead of worrying about getting that perfect hand-held shot.<br /><br />Raising Victor Vargas brings to life the world of the Latino inner-city neighborhood to the big screen. Something that few films have done before in the past. The film has been complimented for feeling so real, and I won't<br /><br />argue with that. I haven't seen this level of reality since CBS aired Survivor. Seriously, although the movie has some nice shots of the city, the writer/director Peter Sollett was way too dependent on close-ups and hand-held shots. This problem is particularly noticed in indoor scenes that are so claustrophobic I was forced to perform deep-breathing exercises to keep from passing out. As the film continues, the shots get tighter and tighter with faces cropped from brow to chin on the screen; you can practically smell Victor Vargas's cheap cologne. The overall effect is unrealistic in contrast. The indoor scenes of inner-city apartments make them look small and cramp, which is not true. I've been in those type apartments; I used to live in one. They're not splendorous but they have high ceilings and they're decent living spaces. By the movie's standards you'd think that these apartments were 5x5 cells of brick-and-mortar, chipped paint and cracked walls. Unfortunately, Sollett's constant use of close-ups and one particularly bad shot with a zoom-in on one scene come off as totally amateurish. But Raising Victor Vargas is only Sollett's second film, and his most well known, a solid effort in filmmaking that will hopefully get better as he continues to make films. One review I read summarized the movie as, `Ethnicity for Ethnicity's Sake,' and I cannot agree more. If Victor Vargas were truly a great film and story, then the characters' applicability wouldn't matter whether they were Latino, Chinese, etc. Yet if you were to take this story and stick it in middle-class suburbia with a bunch of teeny-bopper white kids the results wouldn't be such glowing reviews, and we'd see the film's flaws more clearly. Indeed, some other aspects of the use of Latinos in this film bother me. While some aspects of Victor Vargas are accurate others I have to question. For example, Victor, Nino and Vicky all share the same room to sleep. This set off an alarm for me because it seemed contrary to what I believe. Any self-respecting Latino family wouldn't have two older brothers sharing the same room with a thirteen-year old girl. At first I was unsure, perhaps I was wrong, but after speaking with my grandmother I knew my problem with this was justified. Considering how conservative the grandmother is, you'd think that Vicky would have been sleeping in her room.<br /><br />As a Latino who grew up in a somewhat conservative Cuban household, raised by my grandmother while my mother was working full-time, I could relate to the movie in many ways, which is why my critical viewpoints are bittersweet because I really wanted to love this movie. Unfortunately, my lack of respect for Victor Vargas sabotaged my feelings for the film. Maybe it's because Victor Vargas reminds me of those guys who were getting laid while I was playing with my Sega Genesis when I was seventeen. Maybe it's because without any further introspection by the film, Victor Vargas is merely a stereotypical hot-blooded Latino, who'll just end up shouting to girls from his car, `Hey bay-bee, ju want to get into my luv Mah-Cheen?' Either way I don't like him, so ultimately how can I like a film about him? So if you'll excuse me, I'm going to go stick my hands into a bowl of grits.<br /><br />\",\n",
+ " \"not your typical vamp story, not bram stoker or anne rice here. a truly original vampyre story. these vampyres are genetic mutants who the sunlight don't bother. they are pure evil to. <br /><br />the film is not perfect. many of the actors are clearly amateurs. the two leads who play van helsing and rally the vampyre chick are pretty good though. the film is intensely violent which may disturb some people. also it is loaded with scientific detail that many will find hard to understand and may get bored with. i was sold on the clever storyline and the couple good performances. no telling how successful this film could be if they had a bigger budget and it got mass distribution\",\n",
+ " 'Woosh\\x85! Man\\x85 What can I say...?<br /><br />The opening-scene, maybe? We see a bunch of mongoloid-barbarians with bad make-up jump off the walls of some ruins. They sneak around and attack some dude with a scantily clothed captive girl. The dude runs off, the mongoloids follow him and one of them stays behind seemingly to rape the girl, but instead he exposes one of her breasts and kidnaps her. Then, the dude (still on the run) sees a horse and tries to steal it. Suddenly\\x85 a blond god-like looking hero with a bad wig appears, saying \"That\\'s my horse!\". The Mighty Deathstalker just made his appearance. The mongoloids arrive, Deathstalker kills all of them (including the dude) on the tunes of some rather inappropriate Mexicanos western score (this is supposed to be a Swords & Sorcery flick, so what\\'s with the \\'arriba-trompettos\\'?), and then goes up to Captive Girl and exposes both her breasts. He starts to rub them and Captive Girl seems to like it. She starts liking her lips and caressing Deathstalker. Just when they are about to get down to it, this old dude appears, interrupting what could have been the end of a perfect day for Deathstalker (and a possible perfect ending for a short-film).<br /><br />Now tell me\\x85 Isn\\'t that the point where either a feminist would angrily switch off the movie, or any other male viewer would say \"This is going to be one hell of a good movie!\" The plot is as simple as throwing a kitten from the balcony: Deathstalker must obtain the Sword of Justice and use it to steal the Amulet of Life and the Chalice of Magic from the evil sorcerer Munkar.<br /><br />Aside from decapitations, dismemberment, random bloodshed, retarded fist fights and embarrassing sword fights, this film also contains a massive amount of t!ts & a$$ shots. I initially wanted to add one extra point to this movie for each gratuitous shot of naked boobies I could count. After 9 points (not even halfway into the movie), I had to give up counting. It was distracting me from the rest of the movie. And the rest of the movie was worth it. Totally crazy stuff. Check out this mutant cat/worm-like creature Munkar has as a pet and which he feeds eyeballs and fingers. And here\\'s an interesting question: What would you do if a man in a woman\\'s body would enter your bedroom and try to kill you with a knife? The answer is simple: You slap him around a bit, take away the knife and then try to rape him. Then you discover that he\\'s actually not a woman, so you throw him out of your bed and tell him to leave your room. It works out well, I tell you. Deathstalker does it too, and the Deathstalker-way, is the right way!<br /><br />DEATHSTALKER is a wonderful movie, really, as pointed out in other comments. The villains are vile. The women are delicious. There\\'s blood, sex, violence, rape and tasty chicken. There\\'s a completely pointless tournament which just features a bunch of barbarians beating, slashing and hacking the crap out of each other. My favorite weapon used in that tournament was a giant wooden hammer, used to beat a poor contender to bloody pulp. And my favorite contender undoubtedly was that one brute with the Warthog-head (reminiscent of the Gamorrean Guards from RETURN OF THE JEDI). I won\\'t reveal how the movie ends, but just prepare to ravish in delight when I tell you a 4-way dismemberment is thrown into the movie\\'s climax.<br /><br />And of course, there\\'s a wonderful display of ineptitude throughout the whole movie. See a guy being dragged behind a horse over a dirt road, and the next point-of-view shot shows him being dragged over grass (no road). See that awesome tattoo on the sorcerer\\'s head magically change sides within the same scene (on shot has it on the left side of his head, the other on the right). Well, after all, Munkar is a magician. It\\'s that, or this movie was shot in an alternate universe where things like \"continuity\" simply don\\'t exist.<br /><br />As much as I enjoyed this and as much as I am looking forward to the other 3 installments in this series, I do have enough shreds of decency left in me to not let this movie pass. I am prepared, though, to give it the maximum amount of minimal points, just so I could be able to deduct a couple of more points for the possibly inferior sequels to follow. DEATHSTALKER might be a superbly fun, trashy & sleazy CONAN rip-off, it also is an abominable movie.',\n",
+ " \"Directed by Diane Keaton and adapted from a book by Franz Lidz. A young mother Selma Lidz(Andie MacDowell)is battling a very serious illness and her self proclaimed inventor husband Sid(John Tururro)is a little lacking in the emotions department. Unhappy with the new home situation, their sensitive son Steven(Nathan Watt)decides he wants to stay with his two eccentric uncles Danny(Michael Richards)and Melvin(Lou Cutell)until his mom is well. Steven seems to be happier and even takes interest in his strange uncle's living habits; he even decides he wants to change his name to Franz. Set in the early 60's, this drama is a bit comedic...change that to zany. Not being a MacDowell fan, UNSTRUNG HEROES assures my attitude; albeit I enjoyed the film and it is not a total waste.\",\n",
+ " \"normally i'm not the sort to be scared by horror movies, but this movie is the exception. some how this movie got into my mind!!! it is a very simple movie but at the same time extremelly effective, it has great atmosphere and this leads to some shocking moments, the girls father coming down the hill is a real standout. Another seen was the family photo i wasn't expecting that and i jumped out my seat!!! i would recommend everyone to see this movie, with the lights out it will stay with you for a long time!!!!!\",\n",
+ " 'It\\'s a pity to throw away such a good idea. The main idea of the movie is travel into past lives which - fortunately - is not a time travel but a journey inside man which has nothing to do with the past or the future. (Maybe they shouldn\\'t be called past lives at all in the film now that I think of it... Another minus, I guess). It\\'s all in the present, in a different space... Very interesting without causing much religious distress.<br /><br />However, the music is totally repetitive, melodramatic, sentimental and out of place (not to mention \"western\"!). There should have been more variety and more thought on where there should be music and where there shouldn\\'t. The flashback romantic scenes take a lot of space and running time and are totally unnecessary. The acting is not bad although the language has kept me from understanding better.<br /><br />I believe the idea needed a little more thought, developing and unfoldment. The inside scenes could have had better background settings because in many cases they seem unreal. As a whole, I would say that this movie leaves a lot to be desired...',\n",
+ " \"im sure he doesnt need the money for a life saving operation or transplant. in all honesty i think this review qualifies as a better movie than 'bulletproof'. thanks for listening.\",\n",
+ " '\"The Deadly Look of Love\" is essentially \"Fatal Attraction\" with a couple of twists added onto the back half. The ending will not surprise anyone who has seen more than two or three Movies of the Week. It is yet another cautionary tale about succumbing to temptation, and it adds nothing fresh to the genre.<br /><br />Brett (Vincent Spano) is engaged to a beautiful woman who just happens to have a sizable trust fund. Even though he has it all, he risks losing everything by starting up a steamy side affair with Janet (Jordan Ladd). Janet, a doe-eyed blonde from Cedar Falls, falls hard for Brett, and she does not take it particularly well when he comes clean about his engagement. Shortly after the wedding, Mrs. Brett turns up dead in the master bedroom of the large, luxurious home she shared with her new husband. When the police question Brett, he promptly points the finger at Janet. Following her arrest, Janet seems to get loonier by the minute - not that she was the picture of stability before. Her defense attorney (Holland Taylor) is convinced that Janet is innocent and is hell bent on proving it.<br /><br />Did she do it or didn\\'t she? How will it end? You can find out the answers to these questions the next time \"The Deadly Look of Love\" airs on your local station. And be sure not to miss the moral of this beautiful story: men are pigs, and women are crazy.',\n",
+ " \"After seeing Forever Hollywood, it would be natural to want to see a John Waters film. At least, one get to say that they have joined the legions of cinema cognoscenti who have experienced the unique cinematic stylings of perhaps the best known non-mainstream director. It's worth the effort, and PF is a lot better than Eraserhead,and there is a certain campiness about his films which his followers find addicting.\",\n",
+ " \"In a not totally successful attempt to be taken seriously, and move into 'adult' films, Mr. Hughes gives us this film about a young married couple. True, it's got every cliche in the book in it, silly fantasy stuff and all that, but more importantly- it's got Elizabeth McGovern.<br /><br />Clearly the best actress to have ever appeared in a John Hughes film, she lends a weight to it that elevates the sometimes silly material. Kevin Bacon (and his hair) is pretty good as her husband, but McGovern steals the movie with her quiet true moments of honesty. The 'teen film' fun that worked so well in other Hughes films falls flat here- like a favorite uncle whose jokes made you laugh when you were 9, but keeps telling them when you are 15 and you wish he'd find some new material. But I keep going back to McGoverns performance, because it's truly moving. Mr. Hughes most interesting films to me have real actors in them (Some Kind of Wonderful, Breakfast Club) and when his material bumps up against a true talent, some wonderful things can happen. If only he'd trust that it doesn't have to be tarted up with the silly fantasy stuff.\",\n",
+ " \"My wife and I saw every episode in this series and loved it. However, the series was cut short without a final episode by the producers of the show. It ended with a typical end-the-season cliff hanger leaving it's fans feeling cheated. A waste of great writing and acting.\",\n",
+ " \"I don't usually like TV movies, I reckon that if the thing was any good it would make it to Hollywood. This one though is better than average, pretty high production values, a few interesting story twists and some nice shots of NYC (along with Toronto) hold the interest.\",\n",
+ " 'I have never felt the need to add a review to this website until now, but having just sat through the film I felt it necessary to warn parents who may be thinking of showing it to their children. Please don\\'t! This is no Disney film. This film tells us \\'life is cruel\\' and if you show it to your children, in my opinion, you are too. <br /><br />The video box describes the film as a \\'delight for all ages\\' and the IMDb plot outline describes it as a \\'family film\\'. I just had to find a definition of \\'family film\\' and came across the following: \"Usually consisting of comedies or adventures, these films are often based on children\\'s literature and can involve any number of helpful animals, friendly supernatural beings and fantasy worlds, all geared to stimulate and appeal to the imagination. Whatever the situation, there is little or no offensive material and generally a lesson is learned on the way.\" Not an apt description of Tarka The Otter, which contains some thoroughly unpleasant scenes, totally unsuitable for young children, and an ending that qualifies the film as a \\'feel bad\\' movie. The lesson learned? As I said: life is cruel. Family entertainment? I don\\'t think so. Unless you hate your family, that is. <br /><br />Another review, more revealing than this but worth reading, can be found by following the \\'external reviews\\' link.',\n",
+ " \"What? You were not aware that Scooby-Doo battled zombies? Well, you might also not be aware of this little film that was directed by Victor Halperin, who had also directed White Zombie four years earlier. That would probably make it the second zombie film made.<br /><br />No, don't go looking for Dorothy Stone to expose her breasts as you would expect in most zombie films, and don't even look for any brains being eaten. This is 1936, you know.<br /><br />So, what you will see is typical of the period - lots of talking.<br /><br />You do get to see Dean Jagger (Twelve O'Clock High ) and Bela Lugosi's eyes, but that is about it. Zombies in Cambodia, indeed!\",\n",
+ " 'I bought this movie at a thrift store. Months before, my friend told me about it when we were talking about dumb movies we\\'ve seen. Once I spotted the cassette, I knew I had to have it. I watched it that night. I could tell it was going to be very cheesy and cheaply done. . . That\\'s what drew me to it. I popped it in and I laughed the whole way through. I recognized Gregory (The Ice Cream Man), but I didn\\'t recognize his name and I couldn\\'t remember where I saw him. Later, while watching the Andy Griffith Show, Clint Howard (Ice Cream Man) was featured as an extra since he is Ron Howard (Opie Taylor)\\'s brother. I saw the credits and I gasped. I turned to my mom, who was also watching the show, and said, \"That\\'s the Ice Cream Man!!\" She, too, gasped. This movie is great, but only for laughs and criticalness. It is the perfect example of a cheesy horror flick. If you feel like laughing as well as poking fun at low-budget movies, rent this video.',\n",
+ " \"The DVD version consists of 2 episodes, the parricide of Caesar being the juncture. In addition, the language was Spanish without subtitles. Hence, it's hard for me to review in depth this movie because because i didn't understand what was said.<br /><br />Cleopatra being an historic icon, the part is very difficult and i found that for a newcomer, Leonor Varela just plays fine. She is strong-willed but also a very supportive, tender soul mate. Thimothy Dalton as Caesar is perfect and their romance is the main thing of the first episode. So, it is not really a documentary, nor a peplum but a great love story.<br /><br />After the parricide, a new lover comes (Marc-Antoine) but the flavor is gone: we remember always our first love. So, i found the second episode dull and their tragic fate isn't told powerfully.<br /><br />Nonetheless, the production is luxurious: the sets are big, tastefully decorated; the Moroccan live location exotic and the wardrobes splendid. The producers have a lot of money for sure, but they spend nothing on the special effects. They are so poor (blue screens, ships, Sphinx) that it's funny.<br /><br />Finally, I would like very much to hear it in french or English to make a definitive opinion about this two movies.\",\n",
+ " \"I speak badly of G.I.J.:T.M. mostly because I think it lacked something that G.I. Joe had. Yes It had something that G.I. Joe didn't have like celebrity cameos by Don Johnson, and Burgess Meredith but I think G.I. Joe: The Movie lacked the passion for the characters that the G.I. Joe TV series had. Most of the voice over artists really sounded like they were dead pan and they were going to die at anytime now. It's a good movie but I wouldn't say that it was the greatest movie in the world I.M.H.O. :)<br /><br />Although violence is what G.I. Joe was built on I'd say that Serpentor striking Duke in his chest wasn't the very best way for Charlie Adler's character to go out. Neither was seeing Golobulus remind Cobra Commander why he was chosen to lead the Cobra forces and then being horribly mutated after he failed to deliver what Cobra-La felt was rightfully theirs.<br /><br />It wasn't the best way for the G.I. Joe series to go out but it's better than nothing. :)\",\n",
+ " 'According to the article at http://blog.ifeng.com/article/2737487.html, one of the actors in the film, Carina Lau, was forced to appear in this movie for free. She was the victim of an infamous kidnapping shortly before this movie was made, and later photos of her in distress were published in a magazine, which has since been forced to shut down and its publisher sent to jail. The actress denies she was assaulted but there was a movie leaked on net that allegedly showed her being gang-raped. (The Hong Kong press, out of respect for her, has mostly refused to report on the incident, but google will turn up a few articles about it.)',\n",
+ " 'Admirable but weak James Bond film mainly because both the hero (Bond) and villain (Blofeld) were seriously miscast. Lazenby is too big and innocent looking to play Bond. He looks and acts more like the good-natured but dim-witted sidekick in a police action movie. The director and writer try to establish his credibility, but his saying of lines like \"Royal Baluga, North of the ...\" just aren\\'t effective in establishing him as this worldly and suave rogue. Savalas doesn\\'t do a bad job, but his characterization and behavior is more fitting of a mob gangster. The best portrayed characters of the movie are those of Tracy and her father. But the performances by those actors when sharing the screen with Lazenby only serve to emphasize his deficiencies as an actor. This movie is too long (140 mins.) for a Bond film and doesn\\'t offer any excitement until Bond\\'s mountain escape, where it begins to pick up. This film tries very hard, but falls short. Many Bondian elements are present and the climatic battle is top notch, but I always get a sense of something missing when watching this one.',\n",
+ " \"Devil Dog sets your heart racing. It's brilliantly paced, the ending comes like a bolt out of the blue and plunges itself into the very centre of your being. You'll never look at your dog the same way again. In fact you'll start thinking of having it put down - BY A PRIEST! FANTASTIC!\",\n",
+ " \"In A Woman Under the Influence Mabel goes crazy, but I can see why she does go crazy. If I lived the kind of life she lived with the family she has I would go crazy too. Everyone in her family is off their rocker and not completely with it. She is constantly surrounded by people yelling at her and telling her what is best for herself and people that aren't the sharpest knifes in the drawer.<br /><br />To start with the one person closest to her in her life, her husband, Nick, is a little off his rocker. He is always yelling at her when he is home telling her how to live her life and to stop acting like an imbecile. The rest of the time he is working long hours at his job and he isn't there to support her when she needs support. The one person in her life that should always be there for her is never there and if he is, he is just making her feel worse. She relies on him for support and always goes to him first when she feels she is acting wrong and he does nothing to support her. When she comes home from the hospital all he does is tell her how to act, instead of comforting her, he just yells at her and tells her what to do.<br /><br />The other major people in her life are her parents. Her parents do nothing in her life for her. Mabel basically runs their lives because they are afraid to stand up to her and stand up for her. In the end she even asks her father to stand up for her and he doesn't understand, and when he does get it he still does nothing. They do nothing to help Mabel recover or to keep her from going crazy because they do nothing for her period. The only person that tries to do something for her is Nick's mom. Nick's mom is adamant about having Mabel committed. She doesn't want to have Nick deal with it so she has the doctor commit her. It seems as though everyone is against Mabel and they feel that having her committed is a good idea because then they won't have to deal with it anymore. They all want to live their own lives and do nothing for Mabel except for yell at her and make her feel like she is doing something wrong when she really isn't. That is why she went crazy, and why she had to be committed, it was her family's entire fault.\",\n",
+ " \"Aya! If you are looking for special effects that are 10-20 years before its time, this is it. The glowing lightning bolts, fireballs, etc. look like they came from a cheesy 70's sci-fi flick. And yes, Hercules really grows; he's not being pushed on a cart closer to the camera!\",\n",
+ " 'Yes, it might be not historically accurate(actually only 6 soldiers of 9th rota were killed there), and yes, it has some mistakes and exaggeration(bended machine gun? come on! or the that \"history lesson\" about how Afghanistan was never conquered by anyone - educated Russian officer would know history much better than that - take for example British campaign in Afghanistan). And yes, it does not have multi-million dollars Hollywood-style special effects, but it\\'s strongest point in showing soldier\\'s life there, their relationships and their feelings when the best friends are being killed in front of their eyes. In my opinion 9ya rota really does a good job showing all those things.<br /><br />Again, movie has it weaknesses, but, in my opinion, it appears to be one of the strongest Russian movie for the past few years.<br /><br />8/10',\n",
+ " 'When I was 16 I saw the documentary: \"A Funny Thing Happened on the Way to the Moon\". I actually liked, and believed in it for a couple of years. But then I grew up, and began to think, and when I had sought more information. This is: more info from reel sources, and non-biased sources. When I started at university, not so long ago, i asked an assistant-professor in astronomy about these conspiracy theories. What he said shocked me: He said that all those theories where lies. That baffled me, I did not believe it first, but then he presented evidence for his claims. He quickly debunked most of the theories about the subject: \"humans did not go to the moon\". The most outrages claim was that the Apollo-craft could not travel through the Van-Allen-radiation-Belt, without the crew perishing from radiation. The truth is that the Americans use a secret aluminum-anti-radiation-alloy. It is not that well-known. And the exact specifications are a secret. And why is it a secret: Well, why should they reveal it back then?? If they where in a space race with the Russians, then it would be VERY dumb to reveal that they had new technology that could shield crew against radiation.<br /><br />And then there is the biggest evidence of all: The Moon Stones. When the Apollo-missions DID go to the moon, they brought back many rocks from the moon, to give to geologists and similar scientists, who are documenting all things about the moon. These rocks and stones are IN FACT FROM THE MOON. Because: the internal basic elements, which all matter consist of, are also made of special isotopes, that are different from quarry to quarry, land to land, and especially planet from planet. The isotopes of these rocks and stones have been Proved, that they do not come from earth. The astronauts brought home HUNDREDS of Kilogram\\'s of these rocks, all of them have been proved to have come from outside earth, and from the same planet. Ergo: The moon-landings where not fake. NASA did go to another planet: the moon, though it is not a planet, but a satellite to a planet, a moon (duuh). These rocks have been distributed to laboratories and universities all around the world. It has been proved: Humans did go to the moon - it is a fact, pronto.<br /><br />But I do not worry: most conspiracy-theorists are generally unemployed and uneducated, that is mostly why they do not know or lie about these facts. The fact remains: Humans did walk on the moon.',\n",
+ " \"The plot of this film is not strong at all, lots of holes. If you approach it as a car movie its not bad, lots of great cars in this one. The reason I like it is because I am from the area where this was filmed. I get the most enjoyment looking at the recognizable places in St. Cloud MN and seeing how the town has changed since 89. Its an interesting historical piece for us locals. Seems like whenever a film is made here everyone wants some relationship to it. It is impossible to find a copy in any of the local video stores as they were all stolen once it came out on VHS. Had to get a copy from Japan on Ebay I find it interesting how the path of the drag race is all over town. I didn't know the director was from St.Cloud.\",\n",
+ " \"I first saw the live musical at the Denver Center For The Performing Arts and it was absolutely mind-blowing, Stunning and had such fantastic continuity of plot and dialogue that I liked it much more than most musicals that I have seen on the stage. The interesting thing is that you NEVER got to see Zach's face. He was always in the dark but his presence was powerful and guided the direction of entire production. Whe I heard they were making a movie from it, I waited with bated breath, but when I watched the movie version I was so bummed-out disappointed that I felt I was cheated. The movie lacks the captivating mood set in the live production and it never allows you to be completely in close touch with every character. Personally, I would like to see the live version again and if that should ever be revived, I would wholeheartedly recommend that you go out of your way to see it. It will be one of the most memorable experiences you will enjoy.\",\n",
+ " \"Gung Ho was a good idea, however it is to much to ask Americans viewers to understand the dynamics of American jobs and foreign competition.In this movie the main character Hunt Stevenson(Michael Keaton) goes to Japan and convinces a Japanese auto company to come to America and help his dying Pennslyvania town. Two things come at you.First why would a Japanese company come to America to make cars when they do so ,and so well at that? Secondly can anyone understand that American companies of all types go to third world nations to have their products made to escape American labor costs? It makes the film's premise then that the Number one maker of cars in the world would go to one of its' top competitors(aside from Germany)and put a plant there as unrealistic. Keaton was still in his comedy mode by this time. But he gives a credible performance all the same as he could prove that he could go from comedy to drama in a matter of seconds and still not embarrass himself but Director Ron Howard can't keep this from becoming a TV movie which it ends up being anyway because they have to give the unlikely story a happy ending the politics and problems of Japanese and American relations not withstanding. Gung Ho has a Happy Days and Laverne and Shirley feel to it as the producers of both TV shows made the film and then made the TV version of this movie as well which gives the film its' lightweight feel.The Japanese manager gets to love his American workers and feels he and other Japanese people can learnfrom Americans.His No.2 man Saito who supposedly doesn't like Americans all that much doesn't think so.I would have prefered all the Japanese characters been like Saito than the soft goofball characters they made the Japanese out to be.It would have made the film more interesting.\",\n",
+ " 'I really have problems rating this movie. It is directed brilliantly, there is obviously a lot of money in it. Gere and Danes are intense (although her screen personality could use a bit more defining and spicing up), editing and cinematography are excellent. On the other hand, it is one of those really really sick movies where one cannot help but wonder whether the director himself likes to stage specific scenes, and, yes, one cannot help but wonder how many copycats will such a movie inspire.<br /><br />In purely artistic terms, it is a 9, but I really have to ask myself who these people are giving their money to produce such a movie ....',\n",
+ " 'This is a fascinating film--especially to old movie buffs and historians (I am both). During the first half of the twentieth century, sadly, Black Americans were usually not allowed into White theaters. As a result, theaters catering to Black audiences wanted to show films reflecting the Black experience and showing Black actors. In many cases, the films were essentially similar plot-wise to standard Hollywood fare, but with a much, much lower budget--and usually horrid production values. You really can\\'t fault the film makers--they just didn\\'t have the money and resources available to the average film company. As a result, they had to make due with a lot less--including an over-reliance on stock actors that were seen again and again, no money for re-shooting scenes and a need to get the films done FAST! This film tried very hard to be a Black version of a Gene Autry film--starring Herb Jeffries instead. Jeffries was a light-skinned man from mixed ancestry and he starred in several similar cowboy films. In each, he sings a little, fights a little (though VERY poorly) and loves a little--everything you need in a cowboy. Believe it or not, Jeffries is STILL alive at age 96.<br /><br />The general plot was indiscernible from an Autry picture--complete with anachronistic items such as telephones out West! The problem is that despite its similarities, the low budget shines through. Stymie (from the Li\\'l Rascals) flubbed a few lines but they just left it in, the fight scenes were totally unchoreographed and were among the worst ever put on film, there were some odd plot holes, there was no background music (leaving the film strangely quiet) and the acting was pretty awful.<br /><br />Now this does NOT mean that the film isn\\'t worth seeing--only that it abouts with technical problems that prevent it from being scored higher. One reviewer, oddly, scored this film a 10! How this can be with all the problems is beyond me. However, I can understand a person liking the film despite its many problems. The plot is generally pretty good, the characters likable, the musical numbers excellent and you know that the people making the film tried so darn hard AND it\\'s a very important piece of American history. But a 10!? <br /><br />By the way, in an odd bit of casting, the very tall, lean and almost white-skinned Jefferies is paired with short, dumpy and exceptionally dark Mantan Moreland....as his brother!! Also, Spencer Williams may be familiar to you. He played Andy on TV\\'s \"Amos \\'n Andy\".',\n",
+ " 'This early role for Barbara Shelley(in fact,her first in Britain after working in Italy),was made when she was 24 years old,and it\\'s certainly safe to say that she made a stunning debut in 1957\\'s \"Cat Girl.\" While blondes and brunettes get most of the attention(I\\'ll always cherish Yutte Stensgaard),the lovely auburn-haired actress with the deep voice always exuded intelligence as well as vulnerability(one such example being 1960\\'s \"Village of the Damned,\" in which her screen time was much less than her character\\'s husband,George Sanders).She is the sole reason for seeing this drab update of \"Cat People,\" and is seen to great advantage throughout(it\\'s difficult to say if her beauty found an even better showcase).Her character apparently sleeps in the nude,and we are exposed to her luscious bare back when she is awakened(also exposed 8 years later in 1965\\'s \"Rasputin-The Mad Monk\").The ravishing gown she wears during most of the film is a stunning strapless wonder(I don\\'t see what held that dress up,but I\\'d sure like to).All in all,proof positive that Barbara Shelley,in a poorly written role that would defeat most actresses,rises above her material and makes the film consistently watchable,a real test of star power,which she would find soon enough at Hammer\\'s studios in Bray,for the duration of the 1960\\'s.',\n",
+ " \"Despite being a huge fan of Fred Astaire and Ginger Rogers' movies, it wasn't until about 6 years ago that I first saw 'Follow the Fleet'. I knew all the songs from an old Astaire/Rogers record (yes, vinyl) but knew nothing of the plot.<br /><br />Unfortunately, while the songs are catchy and Ginger Rogers' character is sweet and funny, you just can't like 'Bake Baker'. While trying to make up to his longtime partner, he continually sabotages her career. His character doesn't have the usual humour and elan of the other films' Astaire characters.<br /><br />Worth watching for the songs and a great solo tap routine by Ginger Rogers.\",\n",
+ " '\"Black Vengeance\" is an alternate title for \"Ying hung ho hon\" AKA \"Tragic Hero\" (1987). I have just seen this on VHS, together with the first part of the story, \"Gong woo ching\" (\"Rich and Famous\"), also 1987. (The poster and 2 stills featured on the page are for a 4-DVD set of movies starring Rod Perry (The Black Gestapo), Fred Williamson (Black Cobra 2), Richard Lawson (Black Fist). The fourth movie is called \"The Black Six\"). Strangely, while the characters retain their original names in \"Rich and Famous\", in \"Black Vengeance\" Chow Yun-Fat\\'s character is named Eddie Shaw, Alex Man (Man Tze Leung) is Harry, and Andy Lau is called Johnny. Also confusing is the fact that 1994 is given as the copyright dates on both films. Perhaps that was the year they were American-dubbed. According to the release dates given on IMDb \"Tragic Hero\" was released before \"Rich and Famous\". Was there any reason for releasing the sequel first? Despite some users\\' comments, I enjoyed these films, although they aren\\'t among CYF\\'s best such as \"The Killer\" and \"Hard-Boiled\" which are truly astonishing. However,if one day I come across a 2-DVD set of \"Rich and Famous\" and \"Tragic Hero\" I won\\'t hesitate to buy it. Hopefully, these comments about \"Black Vengeance\" clear up, which was also for me, a mystery as to where it belonged in Chow Yun-Fat\\'s filmography.',\n",
+ " 'The cult of personality has elevated the status of Roger Corman, Sam Arkoff, Lloyd Kaufman etc. as kings of the B\\'s. Because the folks at Crown International were so key, they haven\\'t been elevated to the status they richly deserve. A film like THE VAN may now seem like a disposable piece of Drive-in esoteria, but it was a sizable hit when it was released (not to mention subsequent re-releases as a double feature with other Crown hits).<br /><br />THE VAN was a perfect example of Crown\\'s hit strategy of seizing upon the mood of movie-goers at the time of a film\\'s release. Here, it was sex, drugs, rock \\'n roll and the brief \"Custom Van\" fad. As others have noted, it is ironic that the \"hit\" song in the film refers to a Chevy when the title vehicle is a Dodge in the film itself. I had a town Selectman where I was at the time even declare these vans to be \"dens of sin on wheels!\" A perfect ad line for the film!<br /><br />There are the usual assortment of \"good\" and \"bad\" girls, muscle-heads and low-brow hijinks (including a supporting bit by Danny DeVito). In many ways this isn\\'t much different from the old Beach Party movies of the 60\\'s, but now spiced up with Nudity and Drug use. Obviously done on a limited budget and a limited schedule, the film coasts along pleasantly enough with a breezy charm that compensates for some, by today\\'s standards certainly, un-PC views of women.<br /><br />The classic touch is a Toaster for Bobby\\'s den of sin on wheels. Yes, a Toaster! Hey, you gotta have something hot for those munchies!<br /><br />Grindhouse Fest.',\n",
+ " \"as an inspiring director myself, this movie was exciting to watch with criticism in mind. Shot with low end digital camera probably with 35mm adapter for DOF. The editing is good acting decent, sound effects aren't too over the top. I would have give it a 7 for an indie film, but the story aren't that interesting. It's more on the drama side, character developments than a horror flick.<br /><br />It's not for those who wants to get spooked startled frightened grossed out, or sit down with popcorn to just enjoy.<br /><br />honestly this movie would be good if we were still in the 50's<br /><br />This movie is about a family who has a dry field, and that is just that.\",\n",
+ " \"It's a good thing I didn't watch this while i was pregnant.I definitely would have cried my eyes out and/or vomit. It was Kind of gruesome mainly disturbing. I personally thought the baby was adorable in its own twisted little way.However as a mom I cringed when Beth stabbed herself in the stomach and when Virgina aborted the child during her 3rd trimester with rusty utensils no less.Also,as an animal lover i almost cried when she scratched the cat to a bloody pulp.However,As creepy and sinister as the baby was I was rooting for it to live.And as twisted as the movie was I am extremely intrigued to see the sequel...... ......... ....... ......... ......... ....... ...... .....\",\n",
+ " \"Any person with fairly good knowledge of German cinema will surely tell that numerous films about a young girl having troubles with her mother as well as her boy friend have been made in the past.If such a film is shown to people again,it would surely click provided if it has something new,fresh and captivating for today's challenging audiences. This is also true for German film maker Sylke Enders as her film's principal protagonist Kroko has been mistreated by everybody around her including her mother and boyfriend.She is bold enough to face any punishment as she has tried her hand at all kinds of criminal activities including shoplifting.Kroko was originally shot on DV to be blown afterwards to 35 mm format.Its technical virtuosity does not hamper our joys when we learn that Kroko would like to become a policeman as she feels that she is averse to the idea of becoming a run of the mill hairdresser.If someone were to state a positive aspect of Sylke Enders' film,it may well be Kroko's involvement with handicapped people as a result of a punishment.It is with Kroko that we learn that punks are human too with their unique joys and sorrows.\",\n",
+ " 'More suspenseful, more subtle, much, much more disturbing....',\n",
+ " 'Shame to see an interesting story diluted into standard \"Vietnam made for TV\" fare. Usually HBO movies are a substantial cut above TV. Bill Paxton was a pretty good choice for the lead role, but wasn\\'t given much to work with.',\n",
+ " 'SEX WISH was actually released (minus ten minutes of more, ahem, \\'extreme\\' footage) here in the UK back in the early days of the video boom, and caused a tabloid storm in a teacup when it allegedly inspired a copycat murder case. Strangely enough, the papers brushed this ultra-disturbing flick under the carpet in their headlong rush to get the comparatively innocuous likes of FROZEN SCREAM and NIGHT OF THE DEMON canned, and the film has been all but forgotten as a result. I jumped at the chance to watch it on a DVD-RW and spent most of the film\\'s duration with my jaw on the floor. It\\'s not so much politically incorrect as utterly demented, a triple-X take on Michael Winner\\'s DEATH WISH (did the title kind of give the game away as far as inspiration was concerned?) with hardcore sex and some truly nasty violence thrown into an already bubbling brew of seventies sleaze. If you don\\'t consider yourself to be squeamish, this may force you to think again. By the time SEX WISH is over, you\\'ll want to scrub your eyeballs clean with disinfectant and take a long hot shower to purge yourself. If any film truly deserves the \"it\\'s only a movie, only a movie, only a movie\" tag-line, it\\'s this one.<br /><br />Highlights (or lowlights) - a rapist using a vibrator on a victim as he masturbates over her, Harry Reems\\'s scene-stealing moustache, the helpless young black couple who are forced to screw in front the sword cane killer (they\\'d have won Oscars for their entirely credible performances if the Academy had gone mad) before the man is castrated for his troubles, and some jarringly slick direction that threatens to lift the proceedings above their obvious grind-house origins. Don\\'t say I didn\\'t warn you. If you thought the world was a more innocent place thirty years ago, SEX WISH will prove you very, very wrong.',\n",
+ " 'This is an extremely competent movie technically. The camera work and direction are excellent and the acting is fine as well--especially the fine acting by Daniel Auteuil as the Marquis. I really thought there were no problems at all with these aspects of the film. Instead, I was a bit annoyed by the way the Marquis was portrayed, as it didn\\'t seem all that honest and seems to be a very revisionistic view of history. In fact, in recent years, the Marquis has undergone a bit of a transformation to a defender of freedom with great insight, not the fat sado-masochist rapist he really was. In a way, this is highly reminiscent of the whitewash given in THE PEOPLE VERSUS LARRY FLINT--where these men are elevated to hero status. Even if you don\\'t think that the Marquis\\' perversions weren\\'t all that bad (they included rapes and extreme violence), his portrayal in this film as a \"sexual social worker\" in this prison seems pretty silly. Instead of the violent and selfish Sade, he spends a lot of time carefully grooming a young virgin and slowly helps her to explore her own sensuality. What a nice and kind man. In fact, now that I think about it, this performance reminds me of the man Maurice Chavalier played in GIGI (but without the singing)--a cute older man who loves the ladies. I strongly doubt the real-life Marquis de Sade would have recognized this character at all!<br /><br />The film, surprisingly, doesn\\'t have a lot of nudity, though what it does show is extremely explicit. Only a maniac would let their kids see this as this is a very adult drama. It\\'s very well-made and pretty entertaining--just not all that truthful. The director admits that the film is largely fictional in the interview among the special features on the DVD I watched. So go ahead and see the film if you\\'d like--understanding it just isn\\'t very good historically. During the 18th century, sexual libertines were quite accepted in France as they were pretty broad-minded, so despite what the movie implies it wasn\\'t SEX that was the issue, it was the violence and rape that was (and still is) the problem.',\n",
+ " \"For a film made in Senegal, based, I guess loosely on Carmen, the book, by Prosper Merimee, this film doesn't achieve a mere resemblance of the story that has been made famous as an opera and as other films.<br /><br />Ms. Gai as the Karmen of the title is very good to look at. Her fiery dancing smolders the screen, as is the case with her torrid love scene at the beginning of the film.<br /><br />This is a Karmen that aims to please to all genders, but a real Carmen, she is not!<br /><br />We would like to see Ms. Gai in other films in which her talent is better used than here.\",\n",
+ " \"this one of the best celebrity's reality shows a ever saw. we can see the concerts we can see the life of Britney, i love the five episodes. i was always being surprised by Britney and the subjects of the show i think that some people don't watch the show at all we can how a great person she his. she his really funny really gentle and she loves her fans and we can see how she loves her work. i just don't give a 10 because of k-fed he his a real jerk he doesn't seem to like Britney at all. I they make a second season of this great show because it shows at some people how Britney really is. Go Britney your the best and you will never leave our hearts.\",\n",
+ " 'I rented I AM CURIOUS-YELLOW from my video store because of all the controversy that surrounded it when it was first released in 1967. I also heard that at first it was seized by U.S. customs if it ever tried to enter this country, therefore being a fan of films considered \"controversial\" I really had to see this for myself.<br /><br />The plot is centered around a young Swedish drama student named Lena who wants to learn everything she can about life. In particular she wants to focus her attentions to making some sort of documentary on what the average Swede thought about certain political issues such as the Vietnam War and race issues in the United States. In between asking politicians and ordinary denizens of Stockholm about their opinions on politics, she has sex with her drama teacher, classmates, and married men.<br /><br />What kills me about I AM CURIOUS-YELLOW is that 40 years ago, this was considered pornographic. Really, the sex and nudity scenes are few and far between, even then it\\'s not shot like some cheaply made porno. While my countrymen mind find it shocking, in reality sex and nudity are a major staple in Swedish cinema. Even Ingmar Bergman, arguably their answer to good old boy John Ford, had sex scenes in his films.<br /><br />I do commend the filmmakers for the fact that any sex shown in the film is shown for artistic purposes rather than just to shock people and make money to be shown in pornographic theaters in America. I AM CURIOUS-YELLOW is a good film for anyone wanting to study the meat and potatoes (no pun intended) of Swedish cinema. But really, this film doesn\\'t have much of a plot.',\n",
+ " 'This is a fact that this is the 1st Saudi feature film to be shown in cinema theaters but not in Saudi Arabia for a simple reason we don\\'t have cinema theaters in our large kingdom .. not only one cinema theater! The government forbidden opening cinema theaters after the Islamic extremists OR the religious police (or both) asked for closing it in the late 1970s & the early 1980s .. accusing the 7th art with encouraging wrong sex relationships and stuff like that .. I don\\'t see a powerful reason why we don\\'t open cinema theaters!! .. we have many videos stores throughout the kingdom, we watch movies in the TV from some satellite channels, we can install the \"Showtime\" set channels and after all movies in general seems harmless in many ways .. I know many people how go to neighboring countries only to watch a couple of films .. I personally went to Bahrain several times only to watch films in theaters because watching it there is big fun unlike watching a movie home. Saudis pay the most expensive cinema ticket in the world, we travel to watch movies while the rest of the world have cinema theaters around every town. This is one of the problems that we are having!! ..<br /><br />The movie is produced and presented by Rotana Filmed Entertainment which is a major company belongs to the Saudi tycoon-prince Alwaleed Bin Talal (the 8th richest man in the world).<br /><br />The movie\\'s title is a word means literally \"how are you?\" but it is also a slang means \"what\\'s up!\", sometimes used as a slang to say \"bad\" about something and sometimes is used as a slang to tell someone politely to mind his business & not to interfere in someone else\\'s affairs. Anyway, I think they meant (how are you) & (what\\'s up!) in the same time, I could be wrong though.<br /><br />Male actors are from Saudi Arabia like Hisham Abdulrahman who is very famous and has some popularity after winning 1st prize in Arabian realty show more like \"American Idol\", he works in some TV programs like the Arabian version of \"Cash Taxi\" .. the other famous actor is Khaled Sami who is funny and has a very good sense of humor .. other actors like Mishal Al-Mutairi, Turki Al-Yusuf and Ali Al Sabea are less famous and they work on some TV series shows. Female actresses are non-Saudis and they did a very good job speaking the Saudi accent .. Jordanian actress Mais Hamdan in leading role & Emeriti actress Fatima Al-Hawsani .. not that we don\\'t have Saudi actresses but are few and not that good.<br /><br />A Saudi critic \" Rja Al-Mutairi\" who writes for Alriyadh Newspaper (the most popular newspaper in the kingdom) wrote about it saying: \"lets not expect much of the 1st Saudi feature film. It was born in unusual circumstances therefore we can\\'t judge it under the usual standards like any other film. It is a fact that the movie hit a huge financial success in its 1st opening days only in Kingdom of Bahrain. The movie is fresh and is about a Saudi family deals (interacts) with controversial fresh issues inside the Saudi society like: women driving cars, the low-shallow thoughts about the arts, the guardianship of the society by a certain group & the differences between being conservative and being an extremist. The ideas are good but you feel you are lost in the middle of the movie. One of the movie\\'s advantages is the beautiful music score by Rajeh Dawood which was good but sometimes it doesn\\'t match or express what\\'s in the picture. Turki Al-Yusuf did a great job .. his performance was the best alongside with Mais Hamdan .. the biggest loser is the leading actor Hisham Abdulrahman who came behind the supporting actors Mishal Al-Mutairi, Ali Al Sabea and Khaled Sami who did a good job within the limits of their roles. <br /><br />after all, \" Keif al-hal?\" even with all of its disadvantages still an OK movie and it is a very good 1st step of Rotana .. and the movie became the speech of people and streets which is a golden goal to make a strong debates inside the Saudi society about movies in general until they become aware of the importance of the 7th art and other arts\"<br /><br />PS: there is another Saudi filmmaker \"Abdullah Almohaisen\" claims that he directed the 1st Saudi movie titled \"Shadows of Silence\".<br /><br />I haven\\'t seen the movie yet .. I hope I\\'ve been helpful.',\n",
+ " \"I saw this for Gary Busey and Fred Williamson thinking they were buddy cops. They are but Busey is in the opening scene then doesn't show up again until like 40 minutes into the movie. Though every scene he's in is awesome. Especially when he disguises himself as a blind hobo.<br /><br />What's incredible about this movie is the plot. In the movie Fred Williamson is trying to find out who stalking and killing phone sex operators. At one point I think thats its Busey. But it turns out I'm only partly right. Busey is not the killer, but he is calling up and harassing the women over the phone. Why? I don't know. In no way is he connected to the killer, he just does it for kicks I guess.\",\n",
+ " \"If you live in the suburbs, are relatively well off financially, and do not really have much contact with the city life of england, then this is the comedy for you. Not something a mass audience would go for, but if you're like these characters they show you'll love it to pieces. Overall this is a comedy that the snobs at the BBC will sit back and laugh at for their pleasure and only a select few of the publics. Comparing it to BBC Comedys like Only Fools and Horses, Fawlty Towers, Black Adder, and other classics, this series tends to drift away from the BBC's regular product to the audience and deliver to somewhat of a folk culture.\",\n",
+ " 'From what I understand, Fox was embarrassed they released a PG-13 Alien/Predator movie not so long ago. It was not well received by any means.<br /><br />Not exactly sure where to go next, seeing as they thought Anderson was the best director for the franchise and they had produced a true sci-fi gem, Fox turned to it\\'s small, but knowledgeable group of monkeys for answers.<br /><br />These monkeys were by no means veterans of writing sci-fi flicks, but had seen Burton\\'s Planet of the Apes remake and House of the Dead. <br /><br />Their first task: hire actors. Fox gave them a reasonable budget but the monkeys wanted to save the money. They hired fifteen TV actors shortly after.<br /><br />Now, the script. The monkeys wanted to save more of the budget so they wrote the movie themselves. Leaving out important aspects of the two franchises was the easy part. Thinking of great new lines for the general audience to remember years down the line - that was more difficult. They butted heads awhile and came up with a truly award-winning screenplay equipped with cliché characters, idiotic decisions an gaping plot holes.<br /><br />Fox was pleased thus far with the results but wanted to see what was to become of the centerpieces to the film - the aliens and predators. The monkeys again wanted to save money in the budget so they decided to trash the great robotics used in the otherwise terrible AvP original and go with the man-in-the-suit Alien seen in the old films. The actors playing the aliens had trouble fitting into the suits as they weren\\'t properly sized by the monkeys so they jiggled their plastic heads throughout the film with honor. As for the predators, the monkeys decided one predator was enough this time around (again, saving budget) to fight the hordes of aliens that seemingly come out of nowhere. <br /><br />But what about the effects, you ask? Come on now, people. They may be monkeys but they clearly knew CGI would play a key role in the film. Without diving into the budget, the monkeys used a standard Final Cut program and cut and pasted some very nice fire and spark effects throughout. Putting red and green filters over the camera lens provided some excellent Predator visions.<br /><br />The setting was something the monkeys thought long and hard about. If this was to be on Earth, in Colorado of all places, they needed to make it realistic. This was where they admitted they might have made a mistake. See, the monkeys didn\\'t have proper training in this department so they thought turning the lights off in the city and having the movie play out in the dead of night and in the rain was the right thing to do. They simply forgot people like to see the creatures instead of looking at shadows and rain the whole film. To add insult to injury, the monkeys accidentally filmed all the fight scenes incredibly close so no one could see what was fighting or who it was. But again, rookie mistake.<br /><br />The rating. Fox told the monkeys to make the movie R-rated. That was easy. Without showing how many of the injuries or deaths actually happened, the monkeys made a habit of showing the carnage after the fact. It was simple: the viewers got the gore they desired and the monkeys didn\\'t have to film the majority of action shots involving that violence.<br /><br />Some of the actors originally had questions concerning the screenplay. Why does a blue liquid the Predator has endless amounts of magically disintegrate whatever he wants it to and nothing more than that? Why is an ex-convict driving around in a police car the entire movie? Why did the monkeys forget to show a full body shot of the Aliens? Why does a clock play a more memorable role than any of the main characters? The list of questions just kept growing but the monkeys ignored them and finished their masterpiece. <br /><br />Fox was thrilled with their work. So thrilled that they opened the movie nationwide on Christmas Day and even spent a few bucks advertising it the week before it came out. The monkeys had successfully made another installment in these cherished franchises.<br /><br />But some ask, what ever happened to the budget the monkeys forgot to use? They put it towards their next film: Aliens vs. Predator vs. Hulk Hogan. They knew the general public would be upset with the title but they have since released this statement:<br /><br />\"To the people- do not worry about our upcoming film. It will be rated R and will have violence.\"<br /><br />And everyone lived happily ever after. The end.',\n",
+ " 'This film is right up there with The Oscar and Moment by Moment as one of unintentionally funny films of all time.<br /><br />It is worth the rental for a some wildly great laugh\\'s.<br /><br />The story is absolutely ludicrous.nothing in life would happen like this.it\\'s so completely unbelievable. the way James Woods tries and hustle heavy hitters, than they give this supposed two-bit hustler a job 3000 miles away in LA what a joke<br /><br />I love the old beat VW bug to signify how low they\\'ve gotten in life because of all the `tootski\\'s\\'.<br /><br />Sean Young is as unbelievably bad as the, \"I\\'ll love you forever, no matter what, wife\" you\\'ll ever see.if it wasn\\'t so funny you would throw up at how sugary sweet Young tries to project herself.and as bad acting as you\\'ll ever see.<br /><br />James Wood overacts throughout the whole movie and he\\'s so extremely funny and is way, way over the top, it\\'s just not to be believed, Woods seems like a parody of a cocaine fiend off Saturday Night Live.but watching Woods on `ludes\\' is worth the price of the rental.<br /><br />I love it when Woods tells the guy who wants to give him some more `ludes\\' that he doesn\\'t do that stuff anymore, right before that, Woods just did three giant lines of coke.<br /><br />This is some very funny stuff.<br /><br />The ending is so comical but right on par with the rest of the movie.',\n",
+ " \"I'm not going to criticize the movie. There isn't that much to talk about. It has good animal actions scenes which were probably pretty astonishing at the time. Clyde Beatty isn't exactly a matinée idol. He's a little slight and not particularly good looking. But that's OK. He's the man in that lion cage. We know that when he can't take the time away from his lions to tend to his girlfriend, he will end up on an island with her and have to save the day. Someone said earlier that it is a history lesson. The scenes at the circus are of another day, especially the kids who hang around. I didn't realize that even back in the thirties, they sailed on three masted schooners. It looked like something out of 1860. I guess that's the stock footage they had. No wonder the thing got wrecked. They're always talking about fixing her up. There's even a dirigible. It tells us a little about male female relationships at the time, a kind of giggly silliness. But if you don't take it too seriously, you can have fun watching it.\",\n",
+ " 'Before I begin, a \"little\" correction: IMDb states that Richard Gere is 180 cm tall. Wrong! I passed by him 10 years ago, and he can\\'t be an ant\\'s a** bigger than 165. I\\'m 183, and he looked like a child next to me.<br /><br />Should have been called \"Wheatlands\"; an appropriate title to complement Malick\\'s previous (and much better) movie \"Badlands\". This movie shows that not all directors have as their prime objective to entertain. In fact, some of them have as their main objective to show wheat in all its splendour.<br /><br />The movie is depressing and relatively uninvolving, with the obligatory tragic ending. Nothing more than an average and predictable love triangle drama, with the male two-thirds of the triangle not surviving the movie. Praised for its visual quality; while it does have that realistic 70s feel to it, there are limits to how spellbinding wheat fields can be. You can shoot them with 1500 mm cameras, for all I care, but they are still wheat fields.<br /><br />Gere, who at first seems miscast as some kind of lower-class factory-worker-turned-Wheatfield-worker, is quite solid, while Brooke Adams appears distant and cool for most of the movie, making one wonder just how much she loved either of the two hunks. But for those looking for a movie that displays all the glorious colours of a field of wheat, look no further: you\\'ve found your dream!<br /><br />If you\\'re interested in reading my \"biographies\" of Richard Gere and other Hollywood intellectual heavyweights, contact me by e-mail.',\n",
+ " \"First off, the lead, Brad Dourif is a KOOK. If you're trying to take this movie seriously, then, I guarantee he's going to ruin it for you. If you don't take him too seriously, then he's actually kind of fun to watch. As with another reviewer, I loved the scene where Lisa (Cynthia Bain) and Dourif are declaring their love for each other - in between dodging the jets of flame shooting out of his arm in the car. Another great campy scene was watching John Landis as a snotty radio show producer getting toasted and flailing around the room. In fact, I found the last 15 minutes of the movie to be a non-stop laugh-riot - I'm just not sure if Tobe Hooper meant it to be that way.\",\n",
+ " 'This movie is very violent, yet exciting with original dialog and cool characters. It has one of the most moving stories and is very true to life. The movie start off with action star Leo Fong as a down and out cop who is approaching the end of his career, when he stumbles on to a big case that involves corruption, black mail and murder. This is where the killings start. From start finish Fong delivers in this must see action caper. This movie also co-stars Richard Roundtree.<br /><br />I really enjoyed this film as a child but as I got older I realized that this film is pretty cheesy and not very good. I would not recommend this film and the action is very, very bad.',\n",
+ " 'That song keeps humming in my head. Not the greatest song, but it\\'s the 80\\'s. This movie is about a lead singer who \"supposebly\" gets killed while being accused of murders as he stalks his girlfriend who sings backup vocals in his band. The lead singer whos name is Billy \"Eye\" (yeah, right) is dead after two years and his band comes back for a concert only the backup vocalist is the lead singer this time. Billy stalks her and eventually goes around killing all these people and terrifying the girl and makeing people around her think theres something wrong with her and that shes imagining things. She finally decides to go to a cemetary and dig up his grave to see if he\\'s still there. She sees that he\\'s dead but still see\\'s and hears his voice. During the end of the movie we find out the reason behind all of this, Billy has a brother named John (right again) and John admits that he was jealous of his brother and that he killed all those people to get back at him and place the blame on his brother and then take his girlfriend and terrorize her because she called him crazy. The ending is very cheezy and the acting is very lame and wooden. But.... I like it anyway. I watch it for the song. I wish I had it.',\n",
+ " 'Just caught \"The Rain People\" on Turner Classic Movies late one night. The film was released in 1969. Shirley Knight stars as Natalie, a Long Island housewife who -- exact reasons unknown -- leaves her husband and embarks on a road trip, not knowing exactly where she is going. Natalie is also newly pregnant, which complicates things. Along the way, she picks up a brain-damaged ex-football player \"Jimmy\" (James Caan), who has been kicked out of his college and is hitchhiking. There are many twists and turns along the way between these two, as Natalie struggles to take care of Jimmy and she begins to realize he is mentally limited and cannot take care of himself. She is going through her own struggles, needless to say, and in no position to care for him. Natalie appears to be a woman on the edge of a nervous breakdown at times; she makes some odd phone calls to her husband, who begs her to come home. Natalie tries to dump Jimmy several times, only to have him re-enter her life through circumstances. A young Robert Duvall plays a strange and troubled cop who befriends Natalie. You get the sense all along that this film is going to end badly, and it does. This film is certainly uneven at times, and the script is somewhat lacking. Francis Ford Coppola directed this, and of course he would soon become immensely famous in the next few years for directing \"The Godfather.\" The actors are good ones, needless to say, as they all would have futures ahead of them in film. Shirley Knight is the least known of the three, although she is also underrated as an actor. James Caan is especially effective here and he seems to just inhabit this character. This film remains little more than a curiosity now, no doubt because it is an early movie of Coppola\\'s, and I confess I had never heard of it. So God bless Turner Classic Movies for bringing it to a new audience.',\n",
+ " \"There was something here with the female lead having this perfect life she's always wanted after the worst life possible, beginning as a child prostitute and winding up with Eric Roberts. But her background makes it impossible for her to trust Dean Cain and this utterly destroys it in the end. It sounds weird, but I like the position Dean Cain was in at the end and the choice he made. He can't hurt her because he loves her and she's the mother of his child (I think the time frame makes it clear it's his child and not his brother's), but at the same he can't forgive her for all she's done, sleeping with his brother (which shows the love and obligation he felt was pretty much one way) and then being part of his death. In better hands this would have been a better movie, but for something I caught on late night cable, it's not bad.\",\n",
+ " \"I just saw Adam Had Four Sons for the first time and the thing that struck me was that I believe that the model used was Theodore Roosevelt and his four sons. They were approximately the same ages as the four boys in this film. Warner Baxter in his portrayal of Adam Stoddard talked about the same values and family tradition that you would have heard from our 26th president without some of the more boisterous aspects of TR's character. <br /><br />Like TR all of the Stoddard sons serve in World War I, in this case though the youngest only loses an eye instead of being killed. <br /><br />But what if a female minx gets into this all male household and disrupts things? That's Susan Hayward's job here. In one of her earliest prominent roles, Hayward is a flirtatious amoral girl who marries one son, has an affair with another, and starts making a play for the third. It's an early forerunner of the kind of a part that later brought her an Oscar in I Want to Live.<br /><br />I suppose that with as powerful a model of decorum as Theodore Roosevelt was and Warner Baxter portrays, everyone is afraid to tell Father what's going on. The sons and also their governess Ingrid Bergman. Here's where the plot gets a little silly. Bergman is introduced to us as a governess hired by Baxter and wife Fay Wray for their kids. Wray dies and Baxter suffers some financial reversals in business. Bergman has to be let go. She goes back to France and years later comes back to the family when the kids are grown up. <br /><br />I'm sorry, but I can't believe the kids need a governess now. Hayward is quite right when she confronts her that it wasn't the kids who brought her back. In the normal course of things, Bergman would have gotten on with her life. <br /><br />One of the previous reviewers said that a quarter to a third of the film I have was edited out. Possibly that could be the reason for the many plot holes we have.<br /><br />It's too bad that Ingrid and Susan could not have done another film together in the Fifties when Hayward was at her heights and Bergman had just made a comeback.<br /><br />Susan Hayward is the main reason to see Adam Had Four Sons. And I'm willing to believe that a good deal of Ingrid was left on the cutting room floor.\",\n",
+ " \"It's always interesting to view a horror movie after hearing so much praise from other fans. Experience has taught me that you should never generalize fan taste within a genre. My expectations of this movie were a great deal higher than my viewed opinion.<br /><br />Children Shouldn't Play With Dead Things is a movie with a good intended plot that trips up too many times to carry it out. The whole idea of a band of actors staging a reanimation of dead corpses had me intrigued. However, everything degenerated into cinematic chaos. The actors,who for the most part were competent and amazingly expressive, were offered roles that fail to maintain consistent characterization. Some of these characters go from ambivalence about the whole act of defiling a cemetery, to outspoken criticism, back to ambivalence. It's one thing for characters to have a change heart in the course of the film; it's another to produce an overly dynamic, circular attitude that loops every ten minutes.<br /><br />Another inconsistent element of this film is the premise. Does the main protagonist intend for the ceremony to be theatrical prank or does he actually conspire with dark spiritual forces to raise the dead? Even with the aforementioned flaws, I would recommend this movie to other horror fans, since I believe that only true horror fans will appreciate the dark atmospheric components and be able to ignore the plot's inconsistency. The scene where the dead rise out of the grave is made extremely haunting (even to a veteran zombie enthusiast) by the excellent combined use of scenery and sound, and the great choice of skilled actors chosen to play the reanimated dead. Current filmmakers should learn from CSPWDT about using the proper video and audio techniques in mood development.<br /><br />All in all, if you are zombie movie completionist like me, you should take time to locate and view this movie. It's a fun watch.\",\n",
+ " \"<br /><br />Whether any indictment was intended must be taken into consideration. If in the year 2000 there were still rifts of feeling between Caucasian and Afro-Americans in Georgia, such as shown in this film, obviously there remains a somewhat backward mentality among a lot of people out there. It is rather hypocritical, to say the least, if everyone adores Halle Berry, Whoopie Goldberg, Beyoncé, Noemi Campbell, Denzel Washington, Will Smith, et. al., whilst out in the backs there persist manifest racial divides.<br /><br />White grandmother suddenly gets black grand-daughter thrust upon her, only to meet up with black grandfather in a very white social backwater. The story is sweet, not lacking tragic overtones, and eminently predictable as in most of these kinds of TV films, though the final scene has you guessing............ will he? won't he.......?<br /><br />Gena Rowlands in her typical style offers a sincere rendering, and Louis Gossett is a good match for her; the little Penny Bae fortunately does not steal the show.<br /><br />A `nice' way of relaxing after Sunday lunch without having to force your mind too much, though you might just find yourself having a little siesta in the middle of it.\",\n",
+ " 'Tough guys, sexy women, lots of swearing, and a most unconvincing monster that rises from the depths of a polluted lake. You\\'d think \"Monster\" would be fun...but it isn\\'t, really. It does star Tony Eisley and John Carradine, however, and in my book that makes it worth viewing at least once. In an interview with \"Fangoria\" in 1987, Eisley recalled that Herbert Strock had directed the bulk of the film, but somehow Kenneth Hartford--who only directed the footage featuring his children Andrea and Glenn (portraying characters named Andrea and Glenn, in a particularly inventive turn)--received full credit. Considering how awful the end result was, Strock was probably glad that he hadn\\'t been credited! \"Monster\" has the look and feel of a mid-to-late-seventies TV movie, which is why I like to leave it on in the background every so often. As entertainment it falls flat on its face, but as a reminder of another age and a vanished type of film-making, it\\'s very effective. The only thing that\\'s missing is a car chase.',\n",
+ " 'Dear Mr Ram Gopal Varma, I don\\'t know in which capacity I am writing this letter to you. I am a never-say-he\\'s-finished Amitabh Bachchan fan, having sat through his cock-chasing act in Jaadugar. I also demand some important designation in The Godfather fan club, having watched the Coppola classic more times than you have delivered flops from your Factory. And, of course, I have been a big admirer of yours, right from the time you had Nagarjuna wrapping the cycle chain around his knuckles in Shiva.<br /><br />When you announced Sarkar and called it your take on Godfather, all one wanted to know was the date the first look would be out, the Sunday the promos would go on air, the Friday the film would be released. It was sheer wish fulfillment at work knowing that you, and not someone hovering between the mustard fields of Amritsar and the tulip gardens of Amsterdam, had taken up the task of recreating the Puzo pages on the Bollywood big screen.<br /><br />Your cast couldn\\'t have been more you \\x97 working for the first time with the legend, casting Abhishek as his screen-son, giving Kay Kay a role he has deserved for years, bringing back forgotten faces like Supriya Pathak and Rukhsar, and picking complete non-actors like Katrina and Tanishaa to join the list\\x85 Before July 1, you had made Sarkar the most-awaited film ever for any Godfather freak who worshiped Bachchan.<br /><br />The opening credits stoked the hope that your stunning sepia-tinted promos on the telly had kindled. But now, you labeled Sarkar your tribute to Godfather instead of the word \"inspired\" which you had been using all along. Probably you don\\'t want the two creations to be compared but when the medium is the same, then a Kaante would be compared to Reservoir Dogs and a Reservoir Dogs to a City On Fire.<br /><br />Also, when your first and last sequences \\x97 the heart of any screenplay treatment \\x97 are all about the establishment and the transfer of power, you can\\'t keep the Nagares and the Corleones apart, even if you replace the American mafia moves with Maharashtrian political power play.<br /><br />But you got it wrong, Mr Varma\\x85 You wanted to show Amitabh in his 70s avatar, as rustled up by the pens of Salim-Javed. You wanted him to lurk around larger than life. You wanted him to be his own brand(o). Then how could you steal his voice in the name of using silence? How could you keep him rooted to his chair in the hunt for interesting camera angles? How could you leave him stranded without his voice and stature, the two things that have made his B so big? Coppola\\'s Godfather cameraman Gordon Willis masked Brando\\'s eyes throughout the movie because it didn\\'t have the power to match that drawling husky voice or that sudden snap of the fingers. But you tried to repeat the Malik act from your very own Company. But Bachchan is no Ajay Devgan \\x97 his forte doesn\\'t lie in the stagnant stare and the suffocating silence. You made the man look like a comatose patient, who\\'s reminded from time to time to look at the cue cards and mouth those predictable one-liners. For that, Agneepath\\'s there, any given Saturday.<br /><br />Which Bachchan fan would go and watch Kay Kay Menon stealing the thunder from under his nose in the scene where Sarkar asks Vishnu to leave his house? Which Amitabh aficionado would go and watch him focus on achaar and carom, in a film that talks about power with a capital P in the promos? We can\\'t handle so much in the name of restraint and understatement! You don\\'t even allow the camera to rest on him for five seconds when he learns that his son wanted to kill him. Give me the old-school camera-only-on-Bachchan style, any given Saturday.<br /><br />Kudos to you, of course, for making an actor out of Abhishek, first in Naach and now in Sarkar. You also allow him to show Mallika Sherawat that he can run as well as his father. Even in the short prison sequence, you really make the Bachchans come out of the text, an opportunity Shaad missed in Bunty Aur Babli. Wish the film could have been more a father-son story rather than a chaotic conflict between caricatures in the name of characters, who pop up like the ad windows on the Internet.<br /><br />You also let the women more into the script than Puzo and Coppola did and again, you deserve all the Brownie points for squeezing them in so effectively. Pathak is a welcome return as the mother in the middle, Tanishaa lovable as the lovelorn girl, Katrina a revelation as Abhishek\\'s confused lover and Rukhsar\\'s silence speaks volumes.<br /><br />But sub-plots do not a classic remake. When your free-flowing camera tries to make every frame look hatke and your loud background score irritates incessantly, we keep getting reminded that we are in a Factory. Well, maybe not a Nino Rota score but Sarkar certainly deserved better than those Govinda, Govinda chants and uncalled-for flute interludes.<br /><br />Mr Varma, some of your Factory directors tell me that you are involved with every project, from overseeing the shooting schedules to supervising the editing sessions. Perhaps, in the middle of all the various storyboards, the Bhiku Matre scream is being muted by the Subhash Nagare silence. Perhaps, you need to bring the shutters down on the factory and work on a single homemade product. Otherwise, your products would remain products, to use and throw, not treasure. And movie buffs like me, for whom there are no hits and flops, only good cinema, would rather choose a film without Factory finish, any given Saturday.',\n",
+ " 'This is definitely one of the best Kung fu movies in the history of Cinema. The screenplay is really well done (which is not often the case for this type of movies) and you can see that Chuck (in one of his first role)is a great actor. The final fight with the sherif deputy in the bullring is a masterpiece!',\n",
+ " \"This could have been a breakout role for Valeria Golino but the film instead decided to shift its attention to another area. The film is about a woman named Grazia (Golino) who is married to a fisherman and the mother of three. She is a free spirit and prone to outbursts so the rest of the village and her family decide she should be sent to Milan and see a doctor. The story takes place on the island of Lampedusa off of Sicily and it shows the everyday life there with the teenage boys in rivaling gangs and just trying to find something to do on the sun baked rock. Grazia's oldest son Pasquale (Francesco Casisa) adores her and is always trying to protect her during her bouts of depression. The daughter Marinella (Veronica D'Agostino) is a blossoming young girl who becomes infatuated with a local policeman and the youngest son Filippo (Filippo Pucillo) is very sassy and mocks the policeman's accent. Upon learning that she is to be sent to Milan, Grazia runs away and Pasquale helps her by hiding her in a cave while everyone searches for her. This film could have really made more of an impact if it could have concentrated its focus to Grazia. We do see some outbursts and irrational behavior on her part but their is no follow up to these scenes. Nothing comes of it. The film looks great and is beautifully photographed so give director Emanuele Crialese credit for that but the story needed to focus on something more substantial. The film does a good job of showing us what life is like on this island and what is going on in the lives of the three children as they grow up. Their is some speculation that Golino's character gives a hint of being a mermaid like creature and that is why she is having difficulty existing on land. I also sense that the island itself expects its inhabitants to behave in a certain manner and if you don't then you can be subjected to the harsh realities of its rules. All speculations but I do think the films attention could have stayed with the character of Grazia. After she hides in the cave she really has nothing to do. In a sense, the character becomes stagnant. I wish Golino had more to do because I've always liked her and whenever she is onscreen you just can't take your eyes off her. She's a bundle of fury, passion and raw energy! What a shame Crialese didn't write a more complete role for her to act in. When the film ends your left feeling empty from an incomplete story.\",\n",
+ " \"Time has not been kind to this film from the transition days of sound from silent. The plot has a gangster falling for a socialite who wants to help the down on his luck violinist she loves. There are of course complications. The problem with the film for me is that it hasn't aged well. Performances are all over the place with some emotional scenes seeming so over the top as to be laughable. One late exchange where Carol Lombard throws someone out of her room had me howling with its sing song delivery. There are other times when the film becomes static, a sign of the limitations of the microphones. Its not a bad film, its just that the technical limitations of the film get in the way of real enjoyment. Normally I'm forgiving, but this time out I just couldn't go with the flow (Then again the copy I saw was absolutely horrible). Worth a shot in a forgiving mood (and to be reminded that Robert Armstrong actually did more than play Carl Denham in King Kong)\",\n",
+ " \"This was a better than average movie I thought, for it being on cable. I had expected something along the lines of cheesy melodrama and bad special effects seen in such classics as Christmas Rush or First Daughter/Target/Shot, etc.<br /><br />The cast was well chosen...I especially liked Ron Livingston as the hard pressed SWAT Commander. It's good to see him revisiting the same material he had so much fortune with in Band of Brothers. The producers and designers had done their homework because all the scenes and shots looked like they did on that day back in 1997.<br /><br />So, if you get a chance to see this film, and I am sure you will since FX reruns everything 50 times...take 2 hours and enjoy it.\",\n",
+ " \"This was one of Christie's later stories. Throughout her long career, she was interested in the shifting narrative and the notion of conflicting agents. Both are essentially the same thing and boil down to questions of who it is that controls or creates the situation.<br /><br />In detective fiction, the game is a matter of conflicting realities. The murderer intends to change reality to fool the detective, the writer intends to do the same to the reader. Both the reader and the detective are in similar battles to create what they see. That's why her stories often include a writer.<br /><br />In her works, she explores every combination of tricks she can think of that deal with this. Along the way, we often have bodies that are not who they seem, and times, and intended victims and such. But the real magic of the books is this notion of control. In 'Bertram's' it was literally a building.<br /><br />Here, it is a dead man. Well, sometimes that happens, but not like this. It is as if the writer were the famous Mr. Rafiel. This is particularly sweet to Marple readers who remember this same character from the 'Carribean Mystery,' which in a way was also framed by her nephew. In that story, Rafiel was the conveyor of the story to the authorities.<br /><br />The producers of this series have an almost wacky commitment to using a different creative team on each one. Sometimes it produces bland work. The 'Bertram's' episode was rather brilliantly staged. This one is the most lavish of the lot, and has an active camera. But unlike the 'Bertram's' work, it has nothing to do with the story.<br /><br />The camera moves and captures merely because it can. The 'Citizen Kane' quote at the beginning was a little too literal and blunt. This story is good, but the adapter took out some pretty critical stuff, and that irrelevant camera annoys.<br /><br />Ted's Evaluation -- 2 of 3: Has some interesting elements.\",\n",
+ " \"A not bad but also not so great heist film. Kirk Douglas is a recently released from prison safe-cracker who, after turning down an offer from the Mob, decides to pull the job himself. He recruits circus gymnast Giuliano Gemma. Mayhem ensues. Douglas and Gemma soon find themselves pursued by mafia goon Romano Puppo as well as entangled in a really goofy love triangle with Douglas's infinitely patient girlfriend (Florinda Bolkan). Director Michele Lupo keeps the pace moving quickly and there's at least one excellent and creative car chase sequence involving Puppo & Gemma. Though an Italian production, most of the filming appears to have been done in Germany. Douglas is fine, not just slumming it in an Giallo quickie. The striking Bolkan gives a terrific performance. The music is by Ennio Morricone and the cinematography is by the great Tonino Delli Colli, who managed to work with everyone in Italy (from Wertmuller and Fellini to Pasolini and Leone).\",\n",
+ " 'Rossini once described rival composer Wagner\\'s work as having \"some wonderful moments...and some awful quarter-hours\". Inuyasha, it seems, can also be described this way. It has many great episodes, but in between them are countless filler episodes. The entire series consists of about 175 episodes, of which I\\'d say at least 125 are filler or some sort of subplot (I didn\\'t bother to count and I wouldn\\'t be surprised if that number were in fact higher, though).<br /><br />Some of these filler episodes are actually quite enjoyable, though many are quite silly or dull. Nonetheless, the constant digressions start to wear thin after the first few seasons as the plot ends up progressing at a labored crawl for most of the series. Character development, too, slows down greatly and by the later seasons, the cast has become quite unchanging, resulting in increasingly stale jokes (particularly those concerning the monk, who\\'s ironic traits start out as mildly humorous but grow tiresome when the jokes associated with them appear repeatedly).<br /><br />However, all of that isn\\'t to say that Inuyasha is a bad series. It just isn\\'t a great series the way Neon Genesis Evangelion, for example, is generally considered to be. As something to watch at the end of a hard day, it is nice, but it could never be confused with high art.',\n",
+ " \"The latest Rumor going around is that Vh1 is starting casting calls for I Love New York 3 mid 2008. So does this mean Budah or Tailor made dumped New York or does this mean New York dumped the winner?<br /><br />I know Flavor of Love is coming up to it's 3rd season, so now with a Flavor of Love 3 and a I love New York 3.....will there ever be a true winner???<br /><br />I've also heard a few rumors that Chance WILL be brought back for the 3rd Season of I Love New York!!!! I have also heard rumors that New York will be Specially featured on Flavor of Love 3. <br /><br />Hopefully this was not too much of a spoiler for the ending of I Love New York 2....I'm just stating the latest rumor.\",\n",
+ " 'This is one of the best looking films of the past few years. The fact that it was done on a virtual shoestring ($1.8 million or so they say on the DVD:they infer that they ended up with even less financing) makes it all the more impressive. Not simply the photography, but the design and particularly the locations (Eastern Montana) which are at once authentically American and otherworldly.<br /><br />Too bad there isn\\'t a coherent movie to go with it. An extremely promising setup of the last 48 hours of clearing out a rural town in 1955 before it will be flooded for a dam is washed away with pretentious mumbo jumbo alluding to angels and a dying child. And what is presented as the \"real world\" is hopelessly arch. Note to the Polish Brothers:the Coen Brothers are funny-you are not.<br /><br />No doubt many cineastes will find \"Northfork\"\\'s abundant symbolism and inscrutability as marks of some sort of profundity, the sort that sophisticated types wrestle the night away with in coffeehouses while the braindead masses watch \"Charlie\\'s Angels\" or something. (Sigh) If you insist....<br /><br />In the meantime, recommended only as a case study for filmmakers for its\\' impeccable technical credits and photographic beauty.',\n",
+ " '.... may seem far fetched.... but there really was a real life story.. of a man who had an affair with a woman, who found out where he and his new wife were staying,, and she killed the wife,, making it look like a murder rape.......<br /><br />in her delusion she had told everyone that the man had asked her to marry him.. so she quit her job in Wisconsin... and moved to Minnesota..........<br /><br />last I heard she was in a mental institution, Security Prison....<br /><br />she was still wearing the \"engagement ring.\" that she has purchased for herself... and had told everyone that he had bought it for her.<br /><br />The events took place in a small town in Wisconsin,,,,,,, and the murder happened in Minnesota......<br /><br />There even was a feature story in \"People\" magazine... Spring of 1988, I want to say on Page 39. I remember this as I was in college at the time,, and a colleague of mine had met the individual in the Security Hospital....',\n",
+ " \"This third installment in the Scarecrow series is by far the best of the lot. I know, I know...but how good is it? Well, let's not be silly. It's still pretty bad, but by comparison to the first two, it's a fine film. Again shot on digital, with decent lighting and good camera work. <br /><br />****SPOILER****<br /><br />When a college baseball team hazes new members, one is left in a diabetic coma. Of course, they abandon him in a cornfield, tied to a scarecrow. In keeping with the legend, the boy's soul is transferred into the body of the scarecrow, which comes to life and wreaks terrible vengeance on, well, pretty much everyone. The co-eds drive to the beach, which is somehow very close to the cornfield. On the sunny beach, they are killed one by one by the whistling scarecrow. <br /><br />Writer/director Brian Katkin does a credible job of bringing some much-needed drama to the film. Unfortunately, the drama leaps over good and lands in common cheese. Much of the acting was fair, but there were some really terrible bits, including an awful piece of poorly done lip-synching. Some plot points were left mostly unresolved, and most were used to get someone alone so they could be slaughtered. Again, better than the previous installments, but still lacking.\",\n",
+ " 'I finally rented this video after searching for it for many months. Initially I only wanted to see it because I\\'m an out and out Neil Pearson fan (Patrick, boyfriend of Isobel, the lead). However, the movie stands up very well without Neil (although he handles himself very well in this movie, he is overshadowed by the three main female characters). It\\'s an eerie, intense movie, the sort the Brits do so well - definitely a \"chick flick\" the house and it\\'s isolated setting giving the movie an almost \"Wuthering Heights\" aura. The movie is full of tension and the ending, shocking, yet somehow inevitable. I\\'m glad I watched it, it was worth the wait',\n",
+ " \"The acting is excellent in this film, with some great actors. It was fun to see Fred McMurray as a young man. This is not a comedy. It's a drama and the apparently comedic instances are pitiful. This is not a comedy. It's a drama and the apparently comedic instances are pitiful, and some of them appear forced and contrived. It's in the script, though, not the fault of the acting.<br /><br />The 10 line requirement forces me to write some more...Hmmm. Loved Carole Lombard's My Man Godfrey, because it is a comedy and, while the acting is wonderful, the story line and the script itself, wins the day. Carole Lombard is pretty and a wonderful actress. I will try to watch Fred McMurray's features.\",\n",
+ " 'An interesting period picec showing us what was amazing in 1938. Gosh, Ma, a fake accident ring suing for $25,000!!! I guess projected into the 21st century it would amount to a lot of money. The acting would amount to pure 21st century ham. Nice to see the president as a hard-working newcomer.',\n",
+ " 'Childish storyline ripped off of a lame Hollywood movie, terrible acting, cheesy dialogue, and not quite \"up-to-par\" sex scenes. That\\'s right another great softcore parody! I enjoyed this film greatly! Sure the acting is terrible, but that part of the fun! The storyline is ludicrous, but some things must be sacrificed when the story has to revolve around girl-on-girl sex scenes. And because it\\'s only softcore (no penetration) the sex scenes were a little bland. But it\\'s like the great god of softcore smut Russ Meyers said \"who really cares what goes down beneath the waist.\" I don\\'t know if I\\'d agree with Mr. Meyers on this one but what the hell... the flick entertained me for an hour and a half. I give it a C+, it would\\'ve been a solid B if they coulda cast more of the girls to look like Russ Meyers actresses. VaVoom! VaVoom!~',\n",
+ " \"This was a strange film. A bit horror and certainly film noir. Some fifth columnists meet and mysteriously start dying off with a Japanese dagger in their hands after Monsieur Colomb (Bela Lugosi) shows up.<br /><br />Soon the Lone Ranger arrives in the person of FBI Agent Richard 'Dick' Martin (Clayton Moore). Martin is ineffective in finding the killer as he is more interested in the niece (Joan Barclay) of a missing doctor, who is part of the gang.<br /><br />After the last man dies, and the doctor is horribly disfigured by some strange serum, the true story of the group comes out and that is where it gets interesting and weird. I won't spill it.<br /><br />Lugosi was marvelous as the skulking killer.\",\n",
+ " 'Independent film that would make Hollywood proud. The movie substitutes good looks for good acting, a cryptic plot for a good story line, and self-absorption for character development. May be I missed something, go see it for yourself.',\n",
+ " 'Sometimes I think that somewhere in the \"Lifetime\" Channel\\'s office complex there is a room where the writer\\'s hang-out, with a large wheel on the wall - sort of like the Big Six ones in casinos. The latter have a lot of spots where you win even money, and fewer for higher amounts, until there are perhaps a couple which pay bigger bucks.<br /><br />But I picture the channel\\'s wheel having about six different genres on its wheel, with two of them, appearing the most, labeled \"The Psychotic Neighbor,\" or \"The Spouse with a Hidden Past or Secret or Both.\" \"Lifetime\" movies have a few repetitive story lines, and these two seem to be the most ubiquitous.<br /><br />The \"Spouse...\" category can have a spouse of long-standing, but some person appears, or an event occurs, exposing that the good wife was once a hooker, one of the couple was involved in some nefarious act long ago, or that something else in one of the background in different than presumed -- etc., etc., or, as in this flick, one of them has entered the marriage with the most nefarious of aims.<br /><br />One constant, in all of their genres is that the husband or other males are usually clueless, vacuous, and slow to have any idea what in the hell is going until the climax, or at best, very late in the proceedings (unless the male is the miscreant). Not the case here.<br /><br />Whether the referenced miscreant might be the \"neighbor,\" or as in this offering, \"the wife,\" it is always fascinating how easily, successfully and effortlessly they proceed with their dastardly deeds. They manipulate many of the others, whack them as necessary, assume various poses, and juggle more deceptions than you can count - with unfailing success until just before the end.<br /><br />The lead actor here, like many in this channel\\'s movies, is an old hand. I noticed that another film in which he starred was titled \"The Perfect Neighbor.\"<br /><br />Finally, the vengeful \"perfect wife\" in this flick dispatches those in her path with more expertise and ease than the most experienced and competent \"button man\" in Don Corleone\\'s family could muster. And I couldn\\'t help but imagine that Jack Nocholson\\'s Melvin Udall character fro \"As Good As It Gets,\" with his massive OCD affliction, could provide counsel to the anti-heroine to assist in dealing with he obsession which was the basis of this opus.',\n",
+ " 'I suppose for 1961 this film was supposed to be \" cool \" , but looking back now ( 45 years ) it\\'s charm was just as silly as it\\'s entertainment value ! Granted , the special effects do well on T.V. with the Series that started in 1964 , but for the BIG screen ?? I once had a fish tank that was equally as exciting ! I must agree about the Octopus scene near the end where it attached itself to the Seaview. Obviously not well staged...or trained ! Overall , it\\'s pretty bad acting with shoddy special effects and I still do recommend it - for fun laughs sake. This was probably one of Irwin Allen\\'s Biggest films and I think he thought a lot of it . Barabara Eden went on to play \" Genie \" on T.V. Micheal Ansara was her Husband . Now that is a cool part about this film ! I always enjoyed seeing real life Husband and Wife teams star in the same movie . Neat !',\n",
+ " \"It's not a terrible movie, really, and Glenn and Keitel are top-notch actors. Further, they do an acceptable job with the very weak script. The scenery is lush and the plot has some interesting twists. Further, I umderstand why these actors and the crew made the film, they are professionals and they get paid for it. But I do wonder why studios spend the time and money to make a film and then don't release it for theater audiences? Even if a film is a box-office flop, surely it makes some money. If you are a fan of Keitel or Glenn, rent the video or catch it on TV, as did I. Granted, the movie won't help solve the immigration quandary with Mexico, but the experience is far better than 90% of the standard TV fare of today.\",\n",
+ " \"'The Fox and the Child' is the new film by French director Luc Jacquet, who brought us the Oscar-winning documentary 'March of the Penguins.' It focuses around a young girl (wonderfully played by Bertille Noël-Bruneau) and her blooming friendship with a fox.<br /><br />There are some truly mesmerizing moments here; badgers mucking about, a lynx chasing the fox through a snow-littered forest; one scene in particular when the fox is being tormented by a pack of wolves is quite intense and even frightening at times. However, there's simply not quite enough of them.<br /><br />Beautifully shot; the cinematography is dazzling. The bubbly kind of look of the film is wonderful. It's undeniably a very lush production.<br /><br />The English version is narrated by Kate Winslet, but what little dialogue there already is has been very poorly dubbed. The score is also far too fluffy, or at least it is for my liking; and the screenplay, while subtle, seemingly jumps from one scenario to another, ultimately leaving me almost baffled.<br /><br />While there's a nice moral at the heart of the film, and the rather quiet performance from Noël-Bruneau is quite lovely, the real star is the fox. Those captivating moments focusing solely around our furry little friend are tremendous. However, again, there's simply not nearly enough of them.<br /><br />- To keep up to date with all the latest in film, including reviews, news, discussions and more, be sure to visit www.mybluray.com.au\",\n",
+ " \"The ending made my heart jump up into my throat. I proceeded to leave the movie theater a little jittery. After all, it was nearly midnight. The movie was better than I expected. I don't know why it didn't last very long in the theaters or make as much money as anticipated. Definitely would recommend <br /><br />\",\n",
+ " \"Very disturbing, but expertly crafted & scripted and intelligently directed with a good eye for color and detail. Mary Beth Hurt, Sandy Dennis, and especially Randy Quaid are unusually good. The story centers around a young boy (Bryan Madorsky) wondering where all the leftovers they eat every night comes from. His parents (Hurt, Quaid) strange behavior causes the school psychiatrist (Dennis) to get involved. It is a gruesome cannibal movie. But it's not bad. If you like Hannibal, you'll love this. If you don't like Parents, stay away from the film. Just giving advice to Cannibal Lover and Haters.<br /><br />Rated R for Strong Adult Themes and Graphic Violence.\",\n",
+ " 'Written by Stephen King, but this treatment is not as solid as most of his stories on film. A mother and son move into a small Indiana town with a secret. They are Sleepwalkers, feline type creatures that feed on young virgins. This little story has its share of gore and special effects; plus hints of incest.<br /><br />Alice Krige is outstanding as the mother. Others appearing are Madchen Amick, Brian Krause and Cindy Pickett. Look for very small roles for John Landis and Clive Barker. Stephen King cameos as the caretaker of the cemetery.',\n",
+ " 'As a nice anecdote to one of the above comments: In was in Mumbai about two weeks before the release of this movie, I was approached -being white- to dub some of the lines of this movie in a recording studio.<br /><br />While I speak German as well, i was kindly asked to do all dubbing scenes in English, otherwise it would be too confusing for the Indian audience... So therefore, all Germans in this movie actually speak English! funny enough i did multiple characters, so if you would want to actually spoil some time by watching the movie again, listen carefully; <br /><br />all non-Indian characters are only done by 4 voices! . . . .',\n",
+ " 'Los Angeles, 1976. Indie film brat John Carpenter, fresh out of film school and with one film - his class project\\'s no-budget spoof of 2001 called Dark Star - under his belt, finishes a gritty actioner called Assault On Precinct 13. The story of an almost deserted police station under siege by an unseen LA gang, it was a minor hit on the drive-in circuit and garnered small praise from the few critics who cared, but it hardly set the film world on fire, unlike Carpenter\\'s follow-up smash Halloween (1978). On Precinct, Carpenter was still learning how to exploit his almost non-existent budget by using lower-shelf actors, keeping the action to the one hellishly small location, and moving the film along at a tight pace with a combination of editing, intelligent camera work and switched-on genre savvy.<br /><br />No-one wants or needs to be hungry in Hollywood anymore, particularly if the week\\'s catering bill on the 2005 version of Assault On Precinct 13 is more than the entire cost of the original. It does translate into a certain kind of laziness on a filmmaker\\'s part - you have a stupidly large union crew, a studio and a marketing firm all doing your thinking for you. Which is why twenty years after watching Carpenter\\'s film I can still see every glorious moment, from the small girl gunned down in cold blood while buying an ice cream, to the relentless pounding synth score. A week after Assault 2005, I remember Larry Fishburne\\'s unmoving ping pong ball eyes and little else.<br /><br />\"Forgettable popcorn actioner\" fits the top of the poster perfectly. It\\'s New Years Eve at Precinct 13, a station closing down with a skeleton staff to see in its final hours. On call is Jake Roenick (Ethan Hawke), an ex-narc now deeply troubled and hopped up on Jack Daniels and Seconol after his partners were iced in the opening scene; Iris (The Sopranos\\' Drea de Matteo), a nympho with a thing for criminal types, and Jasper (Brian Dennehy), a crusty old timer one scotch away from retirement. As in Carpenter\\'s Assault..., a bus with four heavy-duty criminals is rerouted to the Precinct. All boozy eyes are on gangster kingpin Bishop (Fishburne, still beefed-up from his time in the Matrix) who has narrowly survived an assassination attempt from an undercover cop and plans to blow the lid on the endemic corruption in the organized crime unit led by Marcus Duvall (a tired-looking Gabriel Byrne). Soon the phones are out, the power lines are down, and both crims and police find themselves heavily armed with a serious police arsenal and consumed with paranoia while waging war against a task force of Duvall\\'s corrupt cops sporting white balaclavas, bullet vests, infra-red bazookas and more high-tech gear than the Skywalker Ranch. This, we\\'re expected to believe as the helicopters buzz around the top of the police station shooting rockets into windows, is a clandestine operation to cover Duvall\\'s tracks. He may as well have taken out billboards on Hollywood Boulevard.<br /><br />As with the recent Seventies genre reworking Dawn Of The Dead, Assault 2005 takes the barest plot essentials of John Carpenter\\'s original and, to quote the Seventies, \"does it\\'s own thing, man\". The main question is - why bother? John Carpenter\\'s 1976 is a cult favorite among genre buffs, but is hardly branded in the public\\'s collective consciousness. Carpenter himself was busy reworking Howard Hawks\\' classic western Rio Bravo into a tight, claustrophobic urban thriller for only $20,000. French wunderkind director and rap producer Jean-Francois Richet, a self-professed fan of John Carpenter\\'s work, seems less concerned with making an homage to either Hawks or JC - although the script is peppered with references to cowboys and injuns - and seems intent on squeezing in as much flash and firepower as the multi-million dollar budget can withstand. The result: some tense moments with hand-held POV cameras, an unexpectedly high (and bloody) body count, a few neat plot twists, but essentially a B-grade urban actioner with a much inflated price tag. As for name-checking Carpenter, it\\'s pure conceit on the part of the filmmakers that doesn\\'t pay off.<br /><br />To Monsieur Richet, I say bon voyage, and I wish you luck on your music career.',\n",
+ " 'It was only the second year of the Academy but already they were voting politically - Jeanne Eagels\\' brilliant performance in this creaky early talkie had to make do with an Oscar nom and the statuette went to the worst performance ever to win - Mary Pickford\\'s in COQUETTE. The only existing print was a work print without music or final editing, but wherever it\\'s shown, Eagels stuns and captivates with her beguiling, powerful performance. She is so convincing on the witness stand that while we know she is lying through her teeth (we did after all SEE her kill the man), we in the audience find ourselves, like the jurors, believing in her innocence, before we suddenly catch ourselves. THAT is GREAT ACTING. The film needs to be made available on video so that the world can enjoy this terrific performance again. (One silent of Jeanne\\'s exists in archive print - MAN, WOMAN AND SIN - and her only other talkie, JEALOUSY, is \"lost,\" so this is the only document we have of her. Run to see it (when it first came out of the archives to be shown in NYC in the early 70s, the Village Voice printed a full page review, worshipping the Eagels performance).',\n",
+ " 'Beautiful images, propaganda and history as toy. The ingredients of this film, good, interesting but with many shadows. Politicall shadows. Jefferson is more than the hero of a mythical America. He is silhouette of a vision about life and society, an extraordinary thinker, teacher of large part of North America. In film is only Superman. The delicate contour of ideas are crushed. The subtle birth of essential truth is forgotten. And Jefferson is basic instrument for create a good image of American realities. The end,triumphal and fake, romance and heroic, is gun suicide of a story who may be tall with more wisdom. And the war against \"Avatar\" is another gray stain. For one who heard nothing about Jefferson, movie is a good beginning. For the others - disillusion. It is like the precious silk of a tailor. But the tailor is fascinating about silk and the clothes are only ordinary cloth. So, a sad experience. Slices of beauty and boring lakes, patriotic lesson and the crush of expectation. A film who must impressive. And the ash of a story who could be magnificent.',\n",
+ " 'This is one of those horror flicks where twenty-somethings fool around with the dark arts around a camp fire, getting into a heap of trouble for doing so. A portal was opened containing a world of demons known as the Kelippoth of the Sitra Achra by a man whose daughter, Summer, gets kidnapped by something, taken into it. Summer is trained by a mysterious group whose identities are never revealed to battle the demon monsters. This is a portion of the plot which lends itself to scrutiny. Anyway, three wannabee witches, who went to high school together, Renea, the most enthusiastic, serious practitioner in the dark arts, and her lesbian cohorts, Jasmine and Marlene(..it\\'s more or less a passing fad with them, though..) join up with buddies, Jason and Ricky, on a trip in the wilderness where Summer vanished from her home ten years ago. Opening the portal through a spoken text written in an ancient book, a demon is set free, as is Summer, now a warrior babe whose training has led to a very fit and athletic body and skills that have been needed to ward off monsters in the other world.<br /><br />Low budget contains a loopy, but ambitious story, restraining it into a confined setting. These young adults spend a lot of time running around in the woods hoping not to be fodder for a beast. As can be the case in these movies, the demon stands on the sidelines while the story develops as Summer attempts to remember how everything came to pass, while befriending Jason who wishes to help her restore the lost time. The action is shot mostly in the dark, making any violence hard to decipher. Brigitte Kingsley(and the rest of the female cast for that matter), is some mighty nice eye candy, dressed scantily clad as a female Conan, a gorgeous body we have to pleasure to gaze upon from the moment she appears until the closing of the movie. Some lesbianism(..some kissing and fondling)and nudity spice things up nicely, and the cast seem to be having fun with the goofy plot..it\\'s so preposterous that the silly tone is probably appropriate for the material.<br /><br />Might be of interest for co-starring World Wrestling Entertainment\\'s \"Captain Courageous\" Christian(real name, Jason Reso)as one of the group, spoofing his alter ego, as a chicken, quivering at the sound of a snapping tree twig. Landy Cannon is likable as unlikely hero, Jason, a lovestruck, naive young man whose ex-fiancé, Jasmine(Vanessa James)is now bi-sexual and in love with Marlene(..Jasmine\\'s cruelty is in toying with Jason\\'s feelings by hiding her affair with Marlene from his knowledge), while Ricky and Renea attempt to steer him away from this idea that he can rekindle a dead flame that gone out, never to ignite again. The Kelippoth demon is mostly darkly lit, I guess to refrain from showing how ludicrous/laughable it looks if presented in full. The lesbian antics of Jasmine and Marlene(Haley Shannon) is mostly tame, their love making, once alone in the woods up against a tree, is toned down and also lighted using the blackness of night. My rating is a bit favorable towards it, almost solely because of Kingsley, for purely superficial reasons, rather than the plot or film-making. The movie aims to please and is marketed to the boys(and girls who love hot women). I think, though, for the most part, the humor falls a bit flat.',\n",
+ " 'Frank Sinatra was far from the ideal actor for westerns. He was a great actor, From Here to Eternity and The Man with The Golden arm are a proof of that, but he did not have the physique of a western hero, you identified him as an urban guy. But he tried to do his job well in Johnny Concho, the fact that the film was a failure at the box office was not his fault. I blame it on two factors: a) the story was too unusual, specially in the fact that Sinatra behaves more like a villain than as a hero throughout the movie. In a genre where people kind of expected a certain pattern, to break away from it the film has to be very good. b) the story is not convincing, it is hard to believe that a whole town will allow Sinatra to do anything he wants just because they are afraid of his brother. Also when a man shows him a special holster that will open sideways so he has not to draw the gun you wonder that if that will make him invincible, why all the gunfighters have not adopted it? I think that this film should not have been withdrawn, because any film with Sinatra is worth seeing, and in spite of its shortcomings it is still enjoyable',\n",
+ " \"If you like soap-series, you might like this film. I recommend this film to fans of Dutch soap-series like GTST, Westenwind or even American stuff like The Bold & The Beautiful. If you don't like that stuff: stay away from this movie. It has the same kind of visual style, the same quality of acting, direction and writing.The film was a big hit at home territory, but wasn't sold anywhere else outside Holland and Belgium. Pretty strange for a commercial film like this.<br /><br />Maybe it says something....\",\n",
+ " 'The basic premise of \"Miami Golem\" most definitely deserves a spot in the top, say, fifty of most demented cinematic plots ever scripted down! I know top 50 doesn\\'t sound too impressive, but I\\'ve seen a lot of really weird films with lunatic plots. I was prepared from something convoluted, because the film was directed and co-written by Alberto De Martino, who was one of Italy\\'s most ambitious and creative but sadly underrated film makers. De Martino steals multiple ideas from successful blockbusters, like most Italian directors did around that time, but he always adds a lot of stuff to make it even more complex, confusing and overwhelming. Not all of De Martino\\'s films are worthwhile, but some of them are extremely underrated, like \"A Special Magnum for Tony Saitta\", \"Holocaust 2000\" and \"Formula for a Murder\". The concept of \"Miami Golem\" contains elements from numerous great Sci-Fi and adventure flicks (like \"Alien\", \"Starman\" , \"Close encounters of the Third Kind\", \"ET\", \\x85) but I wouldn\\'t exactly call it a rip-off. The only thing that is really shamelessly stolen from another film is the opening synthesizer theme song that sounds almost identical to Harold Faltermeyer\\'s Axel F. from \"Beverly Hills Cop\". The rest of the film is an amusing hodgepodge of fantasy, Sci-Fi, action, horror and superhero-movie gimmicks. It certainly doesn\\'t always make sense (most of the time it doesn\\'t, actually) but \"Miami Golem\" is undeniably an imaginative and multifaceted film that kept my mate and I fascinated from start to finish.<br /><br />The plot is extremely difficult to briefly summarize but I\\'ll try anyway. Sceptical journalist Craig Milford is reporting the story of a German scientist who allegedly discovered extraterrestrial DNA inside a crashed meteorite and managed to clone it. The DNA cell belongs to an evil alien force that already exterminated another interstellar race in the past and it will unquestionably destroy the whole of mankind as soon as it grows large enough in size. If this isn\\'t problematic enough already, the rich Mr. Anderson ordered to steal the slowly growing evil fetus because he thinks that he can manipulate it and use it to obtain world domination. With the help of some good aliens in an earthly disguise, Craig Milford has the difficult task of safeguarding the planet from the evil fetus. Okay, I know all this sounds grotesque and silly, but I assure that \"Miami Golem\" is in fact a light-headed and easy digestible flick. The first half of the film may come across as overly hectic and confusing, because Alberto De Martino attempts to keep the plot secret through the use of preposterous red herrings. There are subliminal ghostly appearances, supportive characters behaving exaggeratedly mysterious for no real reason and at a certain point there are even speculations about the lost continent of Atlantis. This is all misleading padding material, however, and as soon as the set-up is more or less clear \"Miami Golem\" turns into an ordinary early 80\\'s popcorn action movie with bloody massacres, flamboyant chase sequences (in the Florida Everglades!), explosions, gratuitous sleaze and nasty little fetus-monsters in jars.<br /><br />Now, I really don\\'t want to raise the impression that \"Miami Golem\" is a lost and undeservedly obscure gem of Italian exploitation cinema. Make no mistake, this is a pretty bad movie! The events only become endurable if you accept the stupidity and incoherence of the plot and if you don\\'t succeed in that, well than this is just a non-stop spitfire of negative aspects. The acting performances are painfully awful. Particularly B-movie veteran John Ireland, as the archetypal James Bond villainous character, doesn\\'t seem the least interested in the script. You can tell from his grimaces and by the way he delivers his lines that he also thinks the whole production is retarded and simply signed up for the paycheck. Laura Trotter is probably the least sexy female lust-object ever, and the person who drew the marvelously chaotic VHS cover must have felt exactly the same way, because the ravishing girl on the cover does not appear anywhere in the movie. What an embarrassment this must be for Mrs. Trotter. Still, her completely gratuitous nudity sequences compensate for this, as she\\'s quite hot from the neck down. And, finally, there\\'s the unforgettable scene where David Warbeck takes down a helicopter from a moving school bus with a regular pistol! I don\\'t think even John Rambo can do this, while he\\'s a beefcake Vietnam veteran and Warbeck\\'s character is a simple TV-reporter.',\n",
+ " \"When i finally had the opportunity to watch Zombie 3(Zombie Flesheaters 2 in Europe)on an import Region 2 Japanese dvd,i was blown away by just how entertaining this zombie epic is.The transfer is just about immaculate,as good as it's ever going to look unless Anchor Bay gets a hold of it.The gore truly stands out like it should and you can really appreciate the excellent makeup and gore fx.The sound is also terrific.It's only 2 channel dolby but if you have a receiver with Dolby Prologic 2,you can really appreciate the cheesy music(actually a very good score),and the effective although cheap sound effects.It never sounded so good,and the excellent transfer adds to the overall enjoyment.<br /><br />I never realized just how much blood flows in this film,it's extremely brutal with exploding head shots,exploding puss filled mega pimples,a cleaver to a zombies throat,a woman's burned off extremities(how come it did'nt burn the guy also),intestinal munching,zombie babies and so much more i lost track.<br /><br />This is no doubt for hardcore Zombie action fans,especially of the Italian kind.There is some excellent set pieces and cinematography to be found,i think people don't give it enough credit,if you see a clean print,and not some horrendous pirate copy,it's a whole other experience entirely.<br /><br />This film never lets up for a second,and i realize it's inconsistent plotwise,the dubbing is horrible,the acting is stiff,and it's sense of irreverence is celebrated in grand fashion,but that's part of it's charm.<br /><br />To me this is one of the best horror films ever made,you can't make a film this bad,so good,on purpose.It's accidental genius of the highest order.If they played it for laughs it would have been a disaster,but they played it straight as an arrow and the result is a terrific cult classic that thumbs it's nose at any and all traditional moviemaking standards.<br /><br />Tons of action sequences,exotic locales,excellent set design,good,sometimes great cinematography,wonderfully cheesy acting,and inconsistent but still interesting plot,great makeup effects,beautiful women who can kick butt,excellent music,and sometimes hilarious,sometimes creepy,but always entertaining zombies.How can you go wrong with this film,it has it all,a cult classic that stands the test of time.\",\n",
+ " 'Although I had previously watched this one some time ago on Italian TV, I found it to be a surprisingly tolerable potboiler this time round, buoyed by an international cast of familiar faces (including a bemused Joseph Cotten as the Baron) and, contrary to many another film of the Euro-Cult sub-genre, an incident-packed plot in place of lethargic pacing.<br /><br />The creature itself looks a bit dodgy and Cotten is a bit too old to be taken seriously as an eager scientist still dabbling in creating life-forms out of corpses (one would have thought that he would have made himself an army of them by now and not struggling at perfecting his technique still) but Ms. Neri does look good in and out of costume and reliable Herbert Fux probably comes off best as a lecherous grave-robber/blackmailer.',\n",
+ " \"I had high hopes for this movie, because I enjoyed the book so much. However, I don't think I would have understood the premise of the movie if I hadn't already read the book. The movie is a noble attempt to show the despair of people trying to break the bonds of overpowering government rule, but the book portrays the suffering much more thoroughly. The corrupt government officials have comfortable, almost luxurious lives, while the common people struggle to obtain the bare necessities for survival. Perhaps most people feel this way toward their leaders and rulers regardless of whether or not they are actually oppressed or repressed. Orwell's dystopia seems as if it could exist in many places in our modern world. It has been several years since I've read the book, but one hears references to Big Brother, the Thought Police, and Newspeak frequently in the media and casual conversation. Probably many people using these terms don't realize where the terms came from. I strongly recommend that you read the book.\",\n",
+ " 'I appeared as an extra and was on location as a journalist covering \"The Dain Curse\". My involvement was during the segments of this film shot in Jim Thorpe, Pa. (Jim Thorpe was also one of the locations of the 1969 film \"The Molly Maguires\"). I reported the \\'action\\' in the Emmaus Free Press newspaper where I was editor 1978-80 (the paper ceased publication int he 1990s). I recall the excellent attention to detail of the period costumes, automobiles, etc. The modern asphalted streets of Jim Thorpe were covered with gravel to mimic a 1920s rural town of the south. At the time, I interviewed the producer and spoke briefly with the director during a set change break; I did not get to interview James Coburn which was always a great disappointment to me. As an aside, I appear briefly in one of the street scenes wearing a snap- brim hat and a tweed jacket. The producer asked me to \"jump in\" and it was a real thrill. I still have a collection of black and white stills I took of the production work for the newspaper. Someday, they may be of interest to film/television historians.--Lou Varricchio',\n",
+ " 'In its way, Mister Foe (originally, and more appropriately, titled Hallam Foe \\x96 I can\\'t see addressing its title character as \"mister\"), is a tribute to good acting. Both Jamie Bell, as Hallam, a physically attractive voyeur/creep, and Sophia Myles, as Kate, his kinky partner in sex and fantasy romance, are convincing. The problem comes when you try to connect their roles to anything that happens in real life. A young man who spies on the intimate details of people\\'s lives the way Hallam does would be deservedly beaten to a pulp. And a woman in Kate\\'s situation would be repulsed and frightened - she would probably call the police.<br /><br />These things are not, however, what happens in the movie. Poor Hallam\\'s mother has died and his father married a woman with whom he\\'s been having an affair. Hallam, of course, hates his stepmother and lets he know it. She has sex with him. Kate\\'s some kind of an employment person who places Hallam in a dish washing job and plays sexual games. She looks like his birth mother. It all ends happily with Hallam \"resolving\" his \"issues\".<br /><br />Forty some years ago, the play and brilliantly acted movie, Who\\'s Afraid of Virginia Woolf, had a similarly optimistic ending, with characters becoming wiser and better after tearing each other apart. The trouble is, it doesn\\'t always work that way, especially when nobody really cares. In Virginia Woolf, the ending\\'s plausible because of the intensity of the emotional revelation. In Mister Foe, the emotional revelation never really happens.',\n",
+ " \"This is a slick little movie well worth your time to find and see.<br /><br />It really speaks to all those mundane choices we all make every day and (like an H.G. Welles Story I can't quite recall) may live to want back.<br /><br />Keep in mind that this is a SHORT (very short). It starts out slowly but just as you begin to think it has become boring =bang= it's over. And, believe me, the 'punch line' is one you will remember.<br /><br />I'm not sure if the producers are going to make it available for purchase - or available on the web but either way you'd be happy you took the time to get hold of a copy - of that I am sure.\",\n",
+ " 'For those of you who\\'ve never heard of it (or seen it on A&E), Cracker is a brilliant British TV show about an overweight, chain-smoking, foulmouthed psychologist named Fitz who helps the Manchester police department get into the heads of violent criminals. It\\'s considered to be one of the finest shows ever to come out of England (and that\\'s saying something), and was tremendously successful in England and around the world back in 1993.<br /><br />Now, the original stars have re-teamed with the original writer to knock out one more 2-hour episode. I\\'ve loved this show ever since I\\'d first seen it, over a decade ago. The DVD box set holds a place of honor in my collection, and I can quote a good deal of Fitz\\'s interrogation scenes practically word for word. The idea of Robbie Coltrane reteaming with Jimmy McGovern for another TV movie about Fitz filled me with absolute glee.<br /><br />I\\'ll start with the good. One of the many things that impressed me about the original Cracker series was how quickly Fitz was defined as a character. Five minutes into the first episode \\x96 with his lecture (throwing the books into the air), his drinking, and his cussing of the guy after him on the gambling machine queue \\x96 and you knew, simply knew, who this character was. You could feel him \"clicking\" in your mind, the kind of click that only happens when a great actor gets a great role written by a great writer.<br /><br />Coltrane, of course, remained great throughout the show, but I always felt that some of the later episodes \\x96 those not written by McGovern \\x96 mistreated the character.<br /><br />So the good news is this: Fitz is back. As soon as you see him in this show \\x96 making incredibly inappropriate comments at his daughter\\'s wedding \\x96 you\\'ll feel that \"click\" once again. It\\'s him: petulant one moment and truly sorry the next, always insightful, sincere to the point of tactlessness but brilliantly funny in the process. If you love this character as much as I do, you\\'ll be delighted with how he is portrayed in the movie. And this extends to Judith and Mark: in fact, everything having to do with the Fitzs is handled perfectly.<br /><br />The problem I do have with this movie revolves around the crime Fitz is trying to solve. In standard Cracker fashion, we know exactly who the criminal is in the first five minutes \\x96 the suspense lies in seeing Fitz figure it out. In this case, we have a serial killer who is out for American blood. And the reason for this, unfortunately, is not due to any believable psychological trauma \\x96 rather, it seems that the murders are here simply to allow the writer to display his personal political beliefs.<br /><br />It\\'s difficult for me to write this, as I truly believe that Jimmy McGovern is one of the greatest writers in the world. Nor do I have a problem with movies that are about current issues, or movies that take a political stand. But in the Cracker universe, we expect to see the characters behaving like human beings, not like caricatures. Instead, the Americans in this movie are all depicted in an entirely stereotypical fashion. They\\'re know-nothing loudmouths who complain about everything, treat the locals like crap and cheat on their wives \\x96 one of them even manages to do all of the above within less than 5 minutes. I honestly thought I\\'d mistakenly switched channels or something.<br /><br />But it doesn\\'t stop there. We get constant reminders of just how badly the war in Iraq is going \\x96 reminders that have nothing whatsoever to do with the story and appear practically out of nowhere. The killer is so busy ranting about how Bush is worse than Hitler that he almost forgets to get on with the killing; but more to the point, he is such a mouthpiece for the writer\\'s political views that he forgets to act like a believable human being, and thus we \\x96 as an audience \\x96 don\\'t buy his sudden transformation from a happy family man to a tortured serial-killing soul.<br /><br />I can\\'t say that this ruined the show for me \\x96 it\\'s was still good TV, better than almost everything else in the genre (mainly due to, once again, Coltrane). But its constant politicizing made it impossible for it to be as good as the real Cracker classics like \"To Be A Somebody\" \\x96 an episode that was just as \"issuey\", but one that was handled with far more subtlety and psychological depth.<br /><br />Two other small points: Panhandle not being around is a disappointment, but what\\'s worse are her replacements. The entire police department \\x96 which for so long filled with such great characters - is now full of vanilla. Completely interchangeable cops who lack any and all personality (how you could drain Coupling\\'s Richard Coyle of personality is beyond me, but it is indeed missing here).<br /><br />Also, there are couple of moments where the show lost its believability for me. One such instance revolves around Fitz having to narrow down the entire population of Manchester from 1 million to a hundred based on some very strange criteria (French windows? How does the computer know if I have French windows?) \\x96 he not only succeeds in doing this, but he succeeds in less than an hour. I don\\'t think so.<br /><br />So, all in all, I was a little disappointed. It\\'s recommended viewing, but remember to leave at least some of your expectations at the door. Still, if there\\'s new series to come after this, it would all have been for the good: I\\'m convinced that McGovern can still write great stuff, and maybe now that he\\'s got his politics out of his system he can go back to writing about people.',\n",
+ " 'The views of Earth that are claimed in this film to have been faked by NASA have recently been compared with the historical weather data for the time of Apollo 11, and show a good match between the cloud patterns in the video sequence and the actual rainfall records on the day.<br /><br />This would seem to undermine the entire argument put forward in the film that the \"whole Earth\" picture is actually a small part of the planet framed by the spacecraft window.<br /><br />I am waiting for Bart Sibrel to now claim that the historical weather data has been faked by NASA, though that would no doubt involve them in also replacing every archived newspaper copy with a weather map, and the ones in private hands would still be a problem.<br /><br />Ah, a response: \"Trying to discredit this movie by referring to NASA weather data I\\'d say is a charming, but weak and gullible argument. What about the rest of the footage and proofs in the movie? A certain wise man once said something about sifting mosquitoes and swallowing camels. Do you in any way feel that maybe this could apply to what you are trying to do here? :-) This movie is just packed with irrefutable evidence against the claim once made by U.S. government that the moon-missions were a success, and that man now are true masters of the universe. Things are nearly never quite what they seem.. Just watch the movie, and I dear say you\\'ll see things a bit different than before.\"<br /><br />First off, weather data doesn\\'t come from NASA, it comes for met agencies around the world. Second, the weather data undermines a major claim in the film. Third, far from being \"packed with irrefutable evidence\", the remaining claims in the film have been thoroughly debunked. Sibrel thought he had a previously secret piece of film, so he edited it and added his own interpretation. Unfortunately for him, his source film is public domain, and the bits Sibrel edited out contradict his claims.',\n",
+ " 'N.B.: Spoilers within. Assigning an artistic director to an operatic production naturally and inevitably means you are going to get a piece of that director\\'s mind. But directing a Wagner opera is an especially tricky task, as he was perhaps the most explicit opera composer in terms of what things should look like and how they should unfold. Hans-Jurgen Syberberg loads this filming of \"Parsifal,\" Wagner\\'s final masterpiece, with enough extraneous ideas to cause it to nearly burst at the seams. You get more than a piece of the director: you get the whole fatted hog and then some. Syberberg is to be admired for his penchant for tearing back the covers on the uglier aspects of German history. But does it work to meld that desire to a Wagner opera already brimming with its own concepts? <br /><br />The scenes with the knights of the Holy Grail in Acts I and III are especially laden with visual allegory and symbolism. These are drawn come from Wagner\\'s own time, from long before, and go well beyond. If you know what these things mean, they can enrich Syberberg\\'s vision for you (but not necessarily enhance Wagner\\'s vision); if you don\\'t know what they mean, they\\'re simply confusing, if not annoying. I won\\'t bother uncoiling the plot of the opera here. Suffice it to say it is a typical Wagnerian synthesis of diverse elements, in this case a blending of the Holy Grail legend with the principles, practices, and pageantry of Christianity. The theme of redemption plays the main role here, as in nearly every Wagner opera.<br /><br />I personally had to sweat to get through Syberberg\\'s first act (amidst my jarring acclimation, the music saved the day). But Act II picks up the pace. Here we meet Klingsor, the evil sorcerer, out to entrap the wandering \"innocent fool\" Parsifal. The greatest seductress of them all, Kundry, will be used to entice him to the dark side. After an initial dalliance with more symbols, these get stripped away, and the long, gorgeous, transformational duet between young fool and temptress really takes off. Finally the film starts working a genuine magic, and it is chiefly due to Syberberg\\'s choosing to set things naturally and simply. Suddenly the acting starts to work (the expressive actress Edith Clever and the luscious soprano of Yvonne Minton team to create a wondrous Kundry); suddenly the music seems to come to life and make vivid the inner turmoil of the two characters. The camera work stays simple and quietly fluid. In other words, Wagner is allowed to tell his story more on his own terms. And it works beautifully. For me it was the most engrossing part of the film.<br /><br />With the re-entrance of the knights in part 2 of Act III, the weird extraneous symbolisms unfortunately creep back in. Some other loony Syberberg ideas: using a huge Wagner death-mask as a major set-piece (causing the composer\\'s protuberant proboscis to loom comically large); dressing the Act III knights in all manner of costumes, wigs, and makeup (what is the director saying? That the knights are a bunch of buffoons? That they express multiple or timeless layers of significance beyond their surface functions? It\\'s anybody\\'s guess); the insertion \\x96 just after the incredibly touching baptism of Kundry by Parsifal \\x96 of rear-projection footage of the conductor rehearsing, in modern-day realism, his orchestra in the studio (this completely snapped my dramatic thread, requiring a few minutes to regroup); the complete avoidance of having any time pass between Acts II and III (when we meet the knight and \"narrator\" Gurnemanz again, he should be an old, old man, and Parsifal should re-emerge as a world-weary but wiser middle-aged man); but certainly the most bizarre stroke is to split the Parsifal character into male/female components. Some find this the most brilliant stroke. No doubt I can credit Karin Krick, who plays \"Parsifal 2,\" with acting of strength and dignity (she also happens to be the best lip-syncher of the whole cast). But please...Wagner\\'s conception of Parsifal is already so complex. His growth from a completely innocent boy who knows nothing of his past, to his breakthrough realization in Act II of what Amfortas\\'s eternal wound means and how it has become his own, to his return as the great Redeemer of Act III \\x96 this is the journey of a masterfully constructed character. The bi-sexual emphasis is just gimmicky and absurd. (And what\\'s with this nonsense about a homoerotic Gurnemanz and Parsifal?? Can\\'t we just accept a mentor/apprentice relationship, which is marvelously reversed in Act III?) <br /><br />The Monte Carlo Philharmonic under Armin Jordan plays with passion and beauty (though the chorus is disappointing). But after watching this film I only wanted to whip out my Solti-led recording (HIGHLY recommended) and get my Wagnerian bearings straight again. The film experience for me ranged from bizarre to entertaining to infuriating. To Syberberg\\'s credit, he\\'s created a visually arresting work, and he certainly offers a unique take on an important opera. But instead of sticking to \"Parsifal,\" he seems to have wanted to bring in all things Wagnerian: the man, the life, the enormous influence...all of it in crude symbolic code. \"Parsifal\" the opera is already full of weighty symbolism: the Grail, the Spear, the Holy Sacraments, baptism, Amfortas\\'s ever-bleeding wound, Klingsor\\'s self-castration, the Kiss, Kundry\\'s Curse, and on and on. This is not to mention the *musical* symbolism sounding constantly in the score, in the form of Wagner\\'s leitmotif system. \"Parsifal\" itself is one huge symbol! Getting back to my first-paragraph question, Syberberg\\'s whole hog is all way too much for me. But if this project sounds like something to tickle your fancy, then go for it. I won\\'t recommend just staying away from this; you may find yourself heartily satisfied. Or if you need something to crack your Wagner barrier, try it...but please, please, don\\'t stop here. \"Parsifal\" is in a late, very ripe league of its own.',\n",
+ " 'The story goes something like this: A small-town girl, Katie (Jessica Simpson), decides to visit her boyfriend in the big city. When she arrives she discovers he isn\\'t quite as faithful as he should be. Katie then ends up venturing into the adventure that is New York. Filling in as bike messenger comedic and charming mishaps ensues. She falls into a hole in the ground and thus meets charismatic good-guy Ben (Luke Wilson). It\\'s not love at first sight, at least for her, but destiny and Ben, won\\'t give up quite that easy. Being \"just\" a small-town girl AND blonde a couple of evil executives at a building firm decides she\\'s the perfect scapegoat for their cunning plan. Misunderstandings with hilarious and sad consequences follow. However, this is one blonde who won\\'t take it lying down!<br /><br />People being judgmental of this film will soon enough be proved wrong. The jokes are confident and fitting, and the story well developed. The relationship between Katie and Ben feels so natural that it puts anything Godard has created to shame. The multi-talented Jessica Simpson once again surprises with a strong role only she could pull off. Simpson really is the Marilyn Monroe of our day (there\\'s even one scene honoring her!). She balances perfectly between vulnerable and whimsy. Katie really does show us that you can\\'t judge a book by its cover! Luke Wilson is as charming as ever. Even if he was covered in manure that man would be as appealing as anyone. His light touch, puppy dog eyes and laid back manner makes it difficult to resist. Andy Dick plays the role he was born to play, one of the two diabolical executives. He really cannot be underestimated. The strength of the performance lies in his restraint. It\\'s remarkable, because most actors would just run away with it and play it for cheap laughs. Not this guy! <br /><br />In conclusion, director Scott Marshall has crafted an intelligent and frequently hilarious comedy that is destined to become a classic alongside masterpieces of cinema like Epic Movie and Norbit. Kudos to everyone involved in this, especially Jessica Simpson. Her sincere smile and whole-hearted laughter would make even the toughest man break out in a big grin. You may be tough, but you\\'re not THAT tough! Warmly recommended to everyone who wants to be swept off their feet and see a romantic comedy that for once, feels honest. Thank you for this film! Oh, and the soundtrack rocks! <br /><br />Now if you still haven\\'t gotten it. I\\'m being sarcastic. 1/10',\n",
+ " \"I honestly thought this movie was going to be cheesy, even though I've liked Alvin and the Chipmunks for a LONG TIME! I was was very wrong. IT WAS GREAT!!! It has been the best movie I have seen since October! In my opinion, it's the movie everyone should see this holiday season! Enchanted (I thought anyway...)was awful, The Golden Compass was alright, but the ending was pretty crappy to His Dark Materials fans, and I Am Legend, well I haven't seen that yet (or National Treasures 2) but it looks alright.<br /><br />I'm not about to give anything away, but this movie is great for anyone, especially kids!\",\n",
+ " '\"The seventh sign\" borrows a lot from \"Rosemary\\'s baby\" and \"the omen\" (it actually blends the two stories).Even its title recalls Bergman\\' s \"the seventh seal\" .<br /><br />Nevertheless,it begins well enough,with all the omens scattered on the whole earth,and in parallel ,a -seemingly- distinct plot with Moore\\'s husband trying to save a poor boy (who killed his parents who were brother and sister)from death penalty.This time,both Christian and Jewish religions are called to the rescue (even the Wandering Jew is involved),which makes the lines sometimes unintentionally funny (Have you ever been to Sunday school? But they taught me that God was love!).The best scene IMHO ,is the short dialog between priest John Heard -who does not seem to take things seriously ,too bad he was not given a more important part because his laid-back acting is priceless-and the young Jew.<br /><br />Demi Moore probably registered the same desire as ex-husband Bruce Willis :saving the world.She does not save the movie for all that.',\n",
+ " 'As long as you go into this movie with the understanding that it\\'s not going to contain any historical fact whatsoever, it\\'s not bad.<br /><br />It\\'s on par with Sam Raimi\\'s \"Hercules: The Legendary Journeys\", as far as plot, acting, humour, and production values are concerned. You\\'ll see the similarities at several points. Most of the fight scenes are not as good however and the film suffers from that.<br /><br />Jack Palance commands the screen as well as ever, and at no time do you have the impression he\\'s giving anything less than his level best. Same for Oliver Reed. The problem is that their strong performances make square-jawed Don Diamont\\'s less-than-stellar acting skills seem even more awkward. Perennial bit player Cas Anvar was very good as well, playing a character much like Salmonius in the aforementioned Hercules.<br /><br />If you enjoyed the low budget swords-and-sorcery movies of the early 80s, you\\'re probably going to enjoy this show as well. It\\'s actually a shame they attached the Marco Polo name to it. It really has nothing to do with Marco\\'s life, contrary to the expectations of most of the people who will want to watch this movie.',\n",
+ " 'I read the comment of Chris_m_grant from United States.<br /><br />He wrote : \" A Fantastic documentary of 1924. This early 20th century geography of today\\'s Iraq was powerful.\"<br /><br />I would like to thank Chris and people who are interested in Bakhtiari Nomads of Iran, the Zagros mountains and landscapes and have watched the movie Grass, A Nation\\'s battle for life. These traditions you saw in the movie have endured for centuries and will go on as long as life endures. I am from this region of Iran myself. I am a Bakhtiari. <br /><br />Chris, I am sorry to bother you but Bakhtiari region of Zardkuh is in Iran not in Irak as you mentioned in your comment. Iran and Irak are two different and distinct countries. Taking an Iranian for an Irankian is almost like taking an American for an Mexican. Thanks,<br /><br />Ziba',\n",
+ " \"I saw this movie when I was about 12 when it came out. I recall the scariest scene was the big bird eating men dangling helplessly from parachutes right out of the air. The horror. The horror.<br /><br />As a young kid going to these cheesy B films on Saturday afternoons, I still was tired of the formula for these monster type movies that usually included the hero, a beautiful woman who might be the daughter of a professor and a happy resolution when the monster died in the end. I didn't care much for the romantic angle as a 12 year old and the predictable plots. I love them now for the unintentional humor.<br /><br />But, about a year or so later, I saw Psycho when it came out and I loved that the star, Janet Leigh, was bumped off early in the film. I sat up and took notice at that point. Since screenwriters are making up the story, make it up to be as scary as possible and not from a well-worn formula. There are no rules.\",\n",
+ " \"Not being familiar with US television stations, when I flicked onto this on my in-laws' cable, first I thought it was just a low-budget sci-fi film, then after a couple of minutes I started thinking it might be a clever satire on the worst excesses of Christian fundamentalist, and then it dawned on me - good grief, these people are serious! It's been a while since I saw anything so unintentionally hilarious. I hesitated about writing a review of this for fear of offending believers, but then I saw other reviews and thought, hey, they can take it. Tough philosophical conundrum: how do you make a movie criticizing movies without actually showing what it is you're criticizing? Answer: make it in such a way that the only people who'll appreciate it are people who hate the kind of movies you're criticizing. I suppose some liberals (ugh! spit when you say that!) might be offended at the filmmakers' contempt for those in the audience who aren't obsessed with the J**** C***** myth, but I didn't mind - it was so darn funny!\",\n",
+ " 'I honestly had no idea that the Notorious B.I.G. (Bert I. Gordon the director; not the murdered rapper) was still active in the 80\\'s! I always presumed the deliciously inept \"Empire of the Ants\" stood as his last masterful accomplishment in the horror genre, but that was before my dirty little hands stumbled upon an ancient and dusty VHS copy of \"The Coming\", a totally obscure and unheard of witchery-movie that actually turned out a more or less pleasant surprise! What starts out as a seemingly atmospheric tale of late Dark Ages soon takes a silly turn when a villager of year 1692 inexplicably becomes transferred to present day Salum, Massachusetts and promptly attacks a girl in the history museum. For you see, this particular girl is the reincarnation of Ann Putman who was a bona fide evil girl in 1692 and falsely accused over twenty people of practicing witchcraft which led to their executions at the state. The man who attacked Loreen lost his wife and daughter this and wants his overdue revenge. But poor and three centuries older Loreen is just an innocent schoolgirl, \\x85 or is she? \"Burned at the Stake\" unfolds like a mixture between \"The Exorcist\" and \"Witchfinder General\" with a tad bit of \"The Time Machine\" thrown in for good measure. Way to go, Bert! The plot becomes sillier and more senseless with every new twist but at least it never transcends into complete boredom, like too often the case in other contemporary witchcraft movies like \"The Dunwich Horror\" and \"The Devonsville Terror\". The film jumps back and forth between the events in present day and flashbacks of 1692; which keeps it rather amusing and fast-paced. The Ann Putman girl is quite a fascinating character, reminiscent of the Abigail Williams character in the more commonly known stage play \"The Crucible\" (also depicted by Winona Ryder in the 1996 motion picture). There are a couple of cool death sequences, like the teacher in the graveyard or the journalist in the library, that are committed by the ghost of malignant reverend who made a pact with Ann Putman and perhaps even the Devil himself. The film gets pretty spastic and completely absurd near the end, but overall there\\'s some good cheesy fun to be had. Plus, the least you can say about Bert I. Gordon is that he definitely build up some directorial competences over the years.',\n",
+ " \"Although there are some snippets in this 4-part documentary hinting at the necessity for recreational drug law reform, these are not very well-developed, in contrast to the many snippets from those who feel that the drugs that happen to currently be illegal are a scourge for which the only imaginable solution is incarceration of even those who are guilty even of mere possession of such drugs.<br /><br />Although this program, as a whole, leaves the viewer with the impression that the drug war is largely a futile exercise and a waste of money, and for that it deserves some praise, almost nothing in this documentary addresses the very real problems that total war against those who merely possess illegal drugs obviously causes and contributes to--very real problems that most drug warriors themselves would tell you, if asked, they think the drug war is designed to solve. For example, while many minutes are spent on the surge in violence associated with the rising popularity of crack cocaine in the 80's, at no point does this program even hint that the very laws designed to suppress crack cocaine make it impossible for drug sellers to enforce their contracts and business arrangements in courts of law, forcing them to resort to violence to stay in business. But instead of seeing the laws as an important cause of the violence, the drugs themselves seem to take the brunt of the blame. Inexplicably, alcohol prohibition, the violence that ensued, and the subsequent reversal of prohibition, is totally ignored by this program.<br /><br />This program will help to perpetuate ridiculous stereotypes of drug users, and it is these that are the primary force in driving the very expensive and very problematic drug war. The possibility of incorporating drugs other than alcohol into a happy and successful life is not really touched on. Use of any drug in excess is probably going to cause personal problems, but not all users do their drugs in excess, just like not all alcohol users are alcoholics.<br /><br />If you want a point of view from someone who believes that adults have a moral right not to be incarcerated and have their lives ruined by the criminal justice system just for using drugs that the government, for mostly very arbitrary political reasons rather than reasons based on sound social policy and legitimate science, has decided to totally prohibit, whose users it has decided to not-so-metaphorically wage war against, just forget about it. None of that is in here.<br /><br />On the other hand, this is hardly in the category of anti-drug propaganda. It is mostly an interesting neutrally-presented history of drugs in 20th century United States like marijuana, LSD, heroin, cocaine, MDMA, and Oxycontin. But there is a significant element of various people's points of view with regard to drug laws, and most (but not all) of that is not very thoughtful or well-informed and slanted in favor of the drug warrior mentality, especially with respect to drugs other than marijuana. <br /><br />The criminal justice system, along with its often harsh life-ruining penalties, is obviously not the only answer or the most appropriate answer to every single social problem, but unfortunately there's an epidemic in this nation of an as-yet unnamed disease whose primary symptoms are a lack of imagination with respect to social policy when it comes to certain drugs, a lack of compassion for fellow humans, a prejudice against people who use the drugs that are not governmentally-approved, perhaps a vested interest in the growth of the prison/policing industry, and a horrid apathy with regard to human dignity. It's morally wrong to kidnap or incarcerate people unless you have a very damn good reason for doing so, and the mere possession of an arbitrarily selected group of drugs is clearly not such a reason. This is really the primary issue when it comes to drugs, yet this program ignores it.<br /><br />So, in sum, the parts of this program that neutrally present history without feeding stereotypes of drug users that are at the heart of the drug war mentality are pretty good and interesting and entertaining. But when it comes to presenting a rational non-radical point of view with regard to drug policy, and giving the viewer examples not only of people with drug problems but also the many people who successfully incorporate drugs into happy and successful lives, it's pretty disappointing.\",\n",
+ " 'Another variation and improvisation on the famous and beloved children tale, La Bete (1975) aka The Beast tries to imagine (in very graphic and what may seem offensive and disturbing but in reality rather silly and comical way), what actually happened between Beauty and the Beast? I am amused by many reviews and comments that seem to look too deeply into this movie. I would not go so far as saying that it is a serious and dark exploration of such subjects as sexual frustration, longing, fulfillment, or satirical criticizing of the catholic Religion. I would not even call it a horror-erotic movie. It\\'s more of the parody on all genres it touches or mentions even though it\\'s got some shocking moments in all departments that sure will stay in your memory.<br /><br />The long (way too long) scene between an Aristocratic young woman and the supposedly horrifying but the most laughable I\\'ve ever seen in the movies creature with truly impressive...well anatomy, is set to the clavichord music of Scarlatti and is hysterical. My husband and I both laughed out loud at the exaggerated details of the encounter. The moral of the scene is - beauty can and will defeat the monster. The question is - who is the target audience for the film? For an erotic picture, it is too verbose; for an art movie - it\\'s got too many jaw-dropping scenes of sheer madness and I\\'d say an abrupt ending. IMO, the film creator did not mean for it to be a serious drama. As a parody of art house/horror/erotica, it is funny and certainly original. Have a good laugh and try not to look for some deep meaning. This story of the curious Beauties and the lustful Beasts certainly is not recommended for co-viewing with the children. The opening scene that may shock an unprepared viewer much more than the infamous scene of bestiality can be successfully used On Discovery channel for the program like \"In the world of animals - mating habits and rituals of horses\".',\n",
+ " \"I realize why people hate this film. And, I hated Blair Witch Project,so go figure? This is about as staged as it gets & yes they do insult your intelligence by trying to make it seem real.I really liked the madame lalaurie storyline though it's more than likely made up. But, the main reason I like this film, is fake or not when the ghosts start attacking & kidnapping them,I get chill-bumps every time & have to look behind me as it feels like something's there with me.i know it's my imagination, but hey more than half of the drivel that is horror in today's cinemas & DVD's doesn't give me goosebumps,so that makes this a creepy delight.Not for everyone, as skeptics will hate it & not for gorehounds as with a PG-13 rating there is no gore. And, the females are very annoying!You'll wish the ghosts would take them off & experiment on them before it's all said & done. ** out of *****.\",\n",
+ " \"I kinda liked the film despite it's frenzied pace. BUT, I did not appreciate the comment that Canada was referred to as Montana North. It is definitely NOT Montana North and never will be. Americans wonder why they are perceived as arrogant in the rest of the world, and that is one reason why. Stop teaching the kids of the United States of America to think they own the planet. Such a centrist world view is not becoming of one of the world's great nations. Even in jest. I would never refer to the USA as 'Alberta South'. Walt would never put us down, so why start now. Other than that the film was pretty goofy, better luck next time.\",\n",
+ " \"This was the typical women prison movie. I thought the women were very sexy and the outfits were great. All the camera did was focus on the women and the women were always in provocative poses for the camera and they were always scantily dressed(which I loved). This is your basic prison/breakout movie of the 70's. All I can say about this film is that it's extremely cheesy, but the women are gorgeous and their butts are great!\",\n",
+ " \"I laughed at the movie! The script, the acting please don't we deserve better? But now the filming, some of the camera angles were interesting. I did enjoy the film, but it's not to be taken seriously though. I liked it. If it had a new cast and scriptwritter it would be better than all right. It's worth a look!\",\n",
+ " \"I have just given a 10 for Thieves Highway, I mention this for two reasons one to prove I'm not a git who only gives bad reviews but 2 because the theme of the film has the same thread namely the falling in love with a woman of the night.<br /><br />We all know pretty Woman is a chick flick but you can't avoid them all, they'll eventually get you. Pretty Woman for me does two things, two terrible horrible ghastly things, firstly it portrays prostitution as a career more akin to that of a dancer, you know with absolutely great friends, leg warmers lots of giggling, borrowing each others make up. You see in the reality of Pretty Woman the prostitute and this is a street walker Prostitute we're talking about here, has a great life, she's healthy happy with only the occasional whimper to explain her predicament. My feeling is this 'happy Hooker' type protagonist is a lot more palatable than an even nearly realistic character, which for me begs the question if you make a movie about a type of person but are too chicken scared to adorn that player with the characteristics familiar to that role then why do it? If I make a film about a chef but don't want him to cook or talk about food or wear a white hat then why make a film about a chef in the first place? By bailing out and turning the hooker into a respectable dancer type the story misses the point completely and consequently never indulges in any of the moral or social questions that it could have, what a cop out, really really lame. <br /><br />Secondly, 'Pretty Woman' insults romance itself, Edward Lewis played by Richard Gere has no clue how to seduce or romance this 'lady' that is without his plastic friend, yep don't leave home without it, especially if you are a moron in a suit who has no imagination. 8 out of 10 of his romantic moments involve splashing cash in one way or another, even when he first meets her it's the Lotus Esprit turbo that does all the work, necklaces here diamonds there limos over there, money money money, where's the charm? where's the charisma, don't mention that attempt at the piano please.<br /><br />Girls who like this film will also be girls who like shopping more than most. Guys who like this film will not even have realized that old Eddy has less charm than a calculator, as they probably don't either so it wont have registered. More importantly anyone who likes this film will hate 'Thieves Highway' a wonderful story of which part is based on the same subject.<br /><br />I'll finish on a song:<br /><br />Pretty woman hangin round the street Pretty woman, the kind I like to treat Pretty woman, I don't believe you You're not the truth No one could spend as much as you Mercy<br /><br />Pretty woman, wont you pardon me Pretty woman, I couldn't help but see Pretty woman, and you look lovely as can be do you lack imagination just like me<br /><br />Pretty woman, shop a while Pretty woman, talk a while Pretty woman, sell your smile to me Pretty woman, yeah, yeah, yeah Pretty woman, look my way Pretty woman, say you'll stay with me..and I'll pay you..I'll treat you right\",\n",
+ " 'Serge Farnel made a very precise critics of this film in the revue \"The Rwandese night\" (www.lanuitrwandaise.net)<br /><br />A critics which shows how France was behind all the situation undergone by the United Nations in Rwanda.<br /><br />The UN soldiers were in a dangerous situation while the french soldiers were warmly welcomed by the genocide forces.<br /><br />The day before, ten UN soldiers had been killed by the genocide forces.<br /><br />That is why the UN soldiers decided to protect their own lives by driving behind the french trucks.<br /><br />By doing so, they gave up the Tutsi which is unforgivable of course.<br /><br />But we must keep in mind that the french soldiers organized this situation.',\n",
+ " 'Not the best of the Lone Star series, but it moves along quickly with good performances. <br /><br />Introduced as \"Singin\\' Sandy\" in the main title, John Wayne as a \\'singing cowboy\\' isn\\'t successful-- you never even see a front close-up of him while he\\'s \\'singing.\\' The actual singer is the director\\'s son, Bill Bradley, who warbles away sounding like many popular singers of the day such as Hutch or Joseph Wagstaff. <br /><br />The film features: Cecilia Parker (also seen in \"The Lost Jungle\" serial, \"Tombstone Canyon,\" and as older sister Marian in the Andy Hardy movies) doing her best Katherine Hepburn-- \"Really they mustn\\'t; really I\\'m not\"; Al St. John, before he literally became \"Fuzzy\" filling all his available screen time with his characteristic business of hat flipping, head and chin scratching, grimacing, and gawky physical gestures and movements; George (pre-Gabby) Hayes as a gentle pipe smoking father; and Forrest Taylor, minor vet of 395 movies and TV shows, playing the oily villain with string bow tie and prop cigar. <br /><br />Fun or odd moments: Yakima Canutt\\'s great \\'under the stagecoach\\' trick; the \\'gay\\' scene when Singin\\' Sandy ties Bert and Elmer together face to face, drags them roped to his horse, and dumps them at Kincaid\\'s office, where Kincaid says, \"You\\'re a fine pair of lovebirds!\"; Denton\\'s rapturous comment after an atrocious song and guitar playing performance by \\'Sandy,\\' -- \"Ummm. I could listen to that all night!\"; Kincaid\\'s reply, We won\\'t go into that,\" after being told by a rancher \"You\\'ve got the soul of a snake!\"; and, of course, he utters the immortal, \"I\\'ve made Denton an offer he can\\'t refuse.\" <br /><br />The plot of the movie is saved by Sandy\\'s tricking Kincaid, and later saying the three magic words in many of these films: \"I\\'m from Washington.\" FDR has saved us from the Depression! (Is that why the villains are always either bankers or in real estate?) <br /><br />The shootout sequence is taken from the earlier Bradbury film \"Man from Hell\\'s Edges\" (1932). All of the Lone Star westerns are special because of their unique mixture of interesting characters, the troupe of actors and stunt people, and the spin on the clichés and repetitive back stories and situations. This one ranks a little low, marred by the inappropriate and mis-used \"Singing Cowboy\" gimmick. I\\'ll give it a 4.',\n",
+ " 'A Chicago couple, Dillon and Dougherty, are falsely accused of killing their daughter. People begin to wonder if they did it. The police investigate and find suspicious evidence. The couple are maligned by the public and accused in the press. The cops speculate that they are Satanists and have ritually murdered their own daughter. They are charged and brought to trial. They are represented by publicity-seeking lawyers who give them bad advice and bill them for $100,000. The evidence presented against them is twisted or hidden by the police. Fabricated intimations of sexual abuse are presented. Their other child is taken away from them and put in a foster home. Dougherty is pregnant and gives birth to find her baby removed. Verdict, she didn\\'t do it but he did. He goes to the slams with a sentence of 45 years.<br /><br />In the last third of the movie, with Dillon in jail and Dougherty wondering what to do next, we see people who have been antagonistic now slowly coming to the couple\\'s defense. Witnesses admit to having lied. Other facts are brought to light that, finally, result in Dillon\\'s release. The killer is never found, though the movie gives us a thorough whacko as a plausible perp.<br /><br />This is a weeper from beginning to end. Nothing seems to go right for the couple. Oh, there are a few happy moment, maybe a party where everyone is glad to be together and tearing up with joy, or some point of evidence in their favor is discovered and people hug one another. But it\\'s never long before someone rushes through the door with more bad news and all the faces are frozen in tragic disbelief. (Usually a fade to block follows.) There isn\\'t necessarily anything wrong with moving tragedies, although I can\\'t imagine what pleasure we get out of seeing people suffer. There\\'s plenty of tragedy in Shakespeare too. I suppose whatever we find interesting about tragic stories lies in the way they\\'re told. \"Oh, but I am Fortune\\'s fool!\" Romeo cries after killing Juliet\\'s brother. Here we have Dougherty running in her robe through a hospital corridor, screaming, \"Where\\'s my baby???\" There isn\\'t any ambiguity or irony in the story -- as I\\'m sure there must have been in the real life events on which it\\'s based. People are either good or bad here. Or else they\\'re bad, then they turn good.<br /><br />The film isn\\'t aimed at exploring human quirkiness, or the way things work out. It\\'s aimed at wrenching tears from the audience. The actors provide first-rate role models. I can\\'t remember the last movie in which I saw so many tears. There are rivulets of tears. Showers of them. Cascades of them. A veritable Niagara of them. A Lake Lacrymose of them.<br /><br />Well, I\\'ll give one example of the efficiency with which the movie is crafted. Dillon and Dougherty hire a Chicago cop who works on the side as a private investigator (Ed Asner). Asner is sympathetic to them but he doesn\\'t really accomplish much. He seems to be in the movie not because of his importance to the case but because he can provide the victimized couple with a kind of philosophy -- \"Learn to live with it,\" which is okay -- and because he suffers from colorectal cancer, so we can watch him take his medicine, double over with pain, and finally pass away.<br /><br />What\\'s frustrating about the movie is that in focusing so intensely on the suffering of the couple, it sidesteps one of the more important issues that it raises -- the function of gossip in regulating private lives.<br /><br />Gossip is a strange thing really. If we call it \"gossip\" it\\'s bad, but if we call it \"public opinion\" it sounds acceptable, at the very least. Of course we all have convictions about issues that may or may not be justified. (As I write, Michael Jackson is once again being brought to court accused of molesting a young boy, and I wonder how many of us thrilled at the news and immediately assumed he was a pedophile.) But gossip isn\\'t all bad either. It\\'s like water. When it\\'s properly controlled it\\'s a community asset. We need gossip to keep each other in line. It helps us to maintain public order. But, like water in a flood or a tsunami, it is ruinous to a village when it rages out of control.<br /><br />This is a movie that\\'s okay if you\\'re not looking for too much in the way of insight into human nature. It\\'s done so cleverly that, given its goal, it\\'s hard to argue with it.',\n",
+ " 'A broke would be screenwriter and his would be agent (Tom Wood and Arye Gross) are forced to live in a self storage facility run by an eccentric and intimidating manager (Ron Perlman) whom they come to believe is the serial murderer that is terrorizing the city, the \"Costume Killer\" (so named because, after injecting his victims with Windex, he dresses them in silly costumes). They convince him his life story would make a great film and gather together a group of misfit wannabe film makers (John Considine, Joe Pantoliano, Kristy Swanson) and discover that the art of movie making can be murder.<br /><br />There is more to this movie but it was unfortunately left on the editing room floor and it shows (rumor is the studio wanted a \"lighter\" dark comedy). Our loss (and the actors, who all do fine jobs and deserve better) as this has the makings of an exceptional black comedy but only rises to mediocre cute.<br /><br />If you\\'re a Ron Perlman fan this is absolutely worth getting just for his performance. His comedic timing is excellent and he has the chance to do some really great impressions (he wasn\\'t kidding when he said on the Hellboy movie commentary that he needed an intervention when he gets into Jerry Lewis mode). He\\'s just simply fun to watch in this one. <br /><br />David Dukes also shines in a two-scener (but pivotal) role.',\n",
+ " \"Storyline: The film spanning 4-odd hours covers in adequate details the happenings at the Kargil sector near the LOC in 1999 when the Pakistani infiltrators had crossed the LOC and had entered deep into the Indian territory and the Indian Retaliation. To know more about the story, I would suggest readers to read the news-items pertaining to Kargil.<br /><br />Comment: If one is looking for a formula story in this movie, then one can be sure that it is absent. LOC is a story of Pure sacrifice, patriotism, courage and lots and lots of bullets and Blood. The movie hall where I saw this film was full of whistles and cheers when the Film shows Indian Bravery. Movie audience seemed similar to Audiences like in an India vs Pak cricket match.<br /><br />Watch the movie as a tribute to the Army's sacrifice and for the characterization of the real-life war heroes (4 PVC honoured heroes) who have sacrificed their lives so that we could see this day. The movie has made a brilliant portrayal of the Army who have battled all odds in rough weather conditions. The film's negatives are that it is too stretched and the songs are extremely boring.\",\n",
+ " \"Solid comedy entertainment, with musical interludes, it generates a fast pace that carries proceedings along in zestful tempo through a maze of humorous and chiller complications. Boris Karloff, Bela Lugosi and Peter Lorre form a strong setup of sinister villainy. The script contains all the standard mystery film props-sliding panels, secret passageways, thunder and lightning and poisoned blow-darts. Karloff, Lugosi and Lorre go in for heavy leers and obvious melodramatics of the gaslit era. Kay Kyser and his band offered great entertainment for the people living in the 1940's who were trying to forget about the horror's of World War II.\",\n",
+ " \"This film has the language, the style and the attitude down ... plus greats rides from Occy (a world champ) and the great Jerry Lopez. John Philbin as Turtle has the surf pidgin down, and the surfing scenes are still the best ever. A true classic that can be seen many times. Nia Peeples is a babe, and Laird Hamilton shows the early stuff that has made him the world's number one extreme surfer.\",\n",
+ " \"Boy this movie had me fooled. I honestly thought it would be a campy horror film with absolutely no humor in it whatsoever, boy I got the cold shoulder that time. This movie was, and I'm truthful, pretty damn good. It was not scary at all but the campiness and the sly humor really mad this movie interesting. Some to the horrible acting and cliché killings were so painful to watch, I almost laughed at how bad it was, but to some extent I enjoyed it. The killings all vaguely relate to snow sports and Christmas, which made things more intriguing. The POV camera angles were awesome.<br /><br />The movie is about a viscous killer who dies in a car accident collision with a chemical truck while being transported to prison. He is later resurrected in that very same chemical with snow spliced into the mixture. These were the ingredients chosen to make the perfect killer snowman. He than takes his revenge, as the snowman, on the police officer who convicted him.<br /><br />This movie had such bad acting, with the exception of Christopher Allport, that is was funny. I will say that I am also pretty disappointed that this movie was not a horror, but in fact a dark sitcom. They had a great story with a good plot but it wasn't executed right. All in all I like the movie at first but now it is really annoying. But this movie is way better and darker than the sequel.\",\n",
+ " \"This has to be one of the all time greatest horror movies. Charles Band made the best movie of 96' in this little seen gem. Highly realistic and , incredibly stylised- with a visual flair David Fincher would envy, its not hard to see why Band went on to make such classics as 'Killjoy 2: Deliverance From Evil', 'The Regina Pierce Affair', 'Virgins of Sherwood Forest', and 'Timegate: Tales of the Saddle Tramps'.<br /><br />With a highly sophisticated story- a tiny body with a large head controls a family of weirdos who perform experiments on naked women, this movie may be a bit too much for younger viewers and is only for the most educated type of viewer, but for those who see it, Band is able to convey subtle messages about the human condition through his masterpiece. The head is symbolic of the lost love and longing for one's inner self that we all must face at one point or another, and for this reason i was able to engage with this film on a deeply personal level. Although many earlier critics have compared Band's film to Re-animator and other lesser works, this stands head and heels above the rest. It is gorier, but not pointlessly. The gore in this film is well crafted and used to enhance the storyline, rather than to just get a cheap shriek out of the audience. Also, the special effects in this film are absolutely top notch, easily the best work done in a horror film since... well... ever! The work in this film makes Savini's effects look like the work of a blind, limbless hobo.<br /><br />The only problem i have with this film is the copious amounts of full frontal nudity, which were ultimately unnecessary in achieving the composer's goal- to create a timeless epic that would forever go down in history as possibly the greatest film of all time. If it were not for this slight problem i would have given this film a perfect 10.\",\n",
+ " \"A young man falls in love with a princess but then has to go to battle to save her father's kingdom. While away, he accidentally kills an enchanted animal which brings a curse upon him. He becomes a beast and begins to kill even his own comrades. When nobody returns to the kingdom from the battle, the king renders the land of battle cursed and forbids anyone from going there. One day, a rebel who wishes to marry the princess decides that it's time they ventured into the cursed land to claim it for the king and the king agrees, when they reach the land the king is captured by the beast and the rebel returns home to lie to the kingdom that the king has been captured and killed. He assumes the throne and prepares to marry the princess but the night before her wedding, the princess escapes to the land to go and battle the beast herself. It is only when she gets to the cursed land that she begins to realise that her father is still alive and that the beast may not even be that evil after all. Sadly, her discoveries lead her to pay the ultimate price in their revelation.\",\n",
+ " 'Sistas in da hood. Looking for revenge and bling bling. Except da hood is a wild west town in the late 1800s. I do not remember any westerns like this when I was growing up. What would Randolph Scott say? If he saw Lil\\' Kim, he might say, \"Alright! I have to admit that I tuned into this just to see her. Bare midriffs and low cut blouses are not the staple of the usual cowboy flick, but these are the cowgirls, and they are fine.<br /><br />Now, don\\'t go looking for any major story here, and the usual stuff of ghetto crime drama are here in a different setting. And, when\\'s the last time you heard John Wayne call someone, \"Dawg\"? And, I don\\'t remember the Earp brothers hugging and kissing before they marched to the OK Corral.<br /><br />I watch this on BET, so I missed the action that got it an R rating, but I doubt if I will buy the DVD to see it unless I can be assured it was Lil\\' Kim in that action.',\n",
+ " \"There is no question as to who is in command of the training of cadets in this film: Major Chick Davis (Pat O'Brien). O'Brien plays an officer who adheres to military discipline in the creation of a new kind of soldier from his cadets--the bombardier. But he is not so rigid as to be unfair or unfriendly. In fact, he even changes his opinion as to the value of women working in the military. He's tough when he has to be, yet at other times he is a clear mix of coach and pastor, roles he perfected in other films. His character is the foundation of the action around which everything revolves. O'Brien seems natural in the role, and plays it in fine fashion. Two things help this movie: O'Brien's performance and the spectacular special effects ending.\",\n",
+ " \"I'm not going to waste my time writing an essay and waste your time. I would like to say, however, that all those who are uptight about this movie even being made are being totally ridiculous. Johnnymacbest, you can't play that card, and I mean the nationalism patriotic card, to make people not watch this movie. this is a movie that expresses its free will in this country (oh yea i played that card)even though the director is German and deserves a slap on the wrist every time he reaches for a camera, but the world is full of controversy, and its the same thing you've heard before, like the GTA controversy. It's a comedy, laugh and be disgusted, not disgusted all together, its dark humor and obviously you don't have the heart to take it, the past is past, yes people remember those who were lost but its time to move on, that was !!!7!!! years ago. You can still watch this movie and have good moral values. <br /><br />Besides I'm insane, and who needs a soul?\",\n",
+ " \"This review is for the UK DVD three-disc box set. Disc one is called Caught in the Act and contains Model Behavior, Chasing Jamie and Fast and Curious. Disc two is called Bedroom Fantasies and contains Blue Plate Special, Falling in Lust Again and Love Potion No. 10. The final disc is called Anything Goes and contains Chatroom, She's the Boss and Legally Yours. Why the other four episodes in the series are not included is a mystery because there is surely enough room on the discs for a lot more material.<br /><br />Each episode opens with the hotel manager Chloe (Lauren Hayes) reading a letter from a satisfied customer. We then get to see the story unfolding as the guests check into the hotel. Blue Plate Special is the exception because this story is from a waitress. The writers should be given credit for coming up with a good variety of story lines. For instance, Model Behavior is about two models vying for the attention of the photo crew; Falling in Lust Again is about a man and woman who parted and rekindle their love when they meet up again at the hotel; She's the Boss is about a put-upon male secretary/dogsbody who shows that he is more of a man than his female boss realised - much to her pleasure. All the episodes lead up to lots of nudity and sex.<br /><br />It should come as no surprise that all the characters in this hotel are beautiful women and handsome hunks. Even the geeky secretaries get transformed when they remove their spectacles and let their hair down. The sex action is plentiful but to me seems too frantic and false. The camera work could also have done with a bit of moderation, spending too much time close up and so moving about to capture everything, and as usual we get loud music during the sex action. Finally, the end credits mention the Palm Canopy Hotel, Singer Island, Florida although my map of Florida shows no Singer Island. The scenery certainly looks more like Florida than Utah or Las Vegas that some people have mentioned. This is quite a good effort and it is a pity that the second series is still awaiting a UK DVD release. 4 stars.\",\n",
+ " 'This film might have weak production values, but that is also what makes it so good. The special effects are gross out and well done. My favorite part of the movie had to be Chrissy played by Janelle Brady. She is super hot and also has a good nude scene. Robert Prichard as the leader of the gang is hilarious, as are the other members. This film is actually trying to make a point, by saying that nuclear waste plants are bad. 4/10 Fair comedy, gross out film.',\n",
+ " '\"It\\'s like hard to like describe just how like exciting it is like to make a relationship like drama like with all the like pornographic scenes thrown like in for like good measure like, and to stir up like contro- like -versy and make us more like money and like stuff.\" - Ellen, the lost quote.<br /><br />\"Kissing, Like, On the, Like, Mouth And Stuff\" is like the best like artistic endeavor like ever made. Watching like Ellen\\'s hairy arms and like Chris masturbating was like the height of my years-long movie-viewing experience and stuff. But before I like begin like breaking new U.S.-20-something-airhead records with the my \"likes\", let me like just briefly list like the high- like -lights of this visual like feast: <br /><br />1. Chris doing the deed with his genitals. And not just that: the way the camera (guided so elegantly by Ellen and Patrick) rewards the viewer with a full-screen shot of Chris\\'s fat white-trash stomach after he finishes the un-Catholic deed - that was truly thrilling. I can in all honesty say that I\\'ve never seen such grace. Chris, you should do more such scenes in your next movies, because that is exactly what we needed as a continuation of what that brilliant, brilliant man, Lars von Trier and his \"Idiots 95\", started. A quick w*** and then a hairy, fat, white belly: what more can any movie-goer ask for?! Needless to say, I can sit all day and watch Chris ejaculate (in spite of the fact that I\\'m straight)... Such poetry in motion. Such elegance, such style. No less than total, divine inspiration went into filming that sequence - plus a solid amount of Zen philosophy. Even Barbra Streisand could not get any more spiritual than this.<br /><br />2. Ellen\\'s hairy, thick arms. The wobbly-camera close-ups, so skillfully photographed by our two directors of photography (I can\\'t emphasize this enough), Ellen and Patrick, often caused confusion regarding the proper identification of the sex in question. There were several scenes when we would see a part of a body (a leg, arm or foot), yet it was often a guessing game: does that body-part belong to a man or a woman? Naturally, Chris and his fellow artists, Ellen, Patrick and whatsername, cast themselves on purpose, because their bodies were ideal for creating this gender-based confusion. It was at times hard to guess whether one is seeing a female or male leg. Patrick is so very thin and effeminate in his movements, so hairless and pristine, whereas Ellen and the other girl are so very butch, what with their thick legs and arms. Brilliant. <br /><br />3. Brilliant - especially the way that neatly ties in with the theme of role reversal between the sexes: so utterly original and mind-blowing. Ellen behaves like a man, wants sex all the time, while her ex Patrick wants to talk - like a girl. Spiffing.<br /><br />4. Ellen\\'s search for a Leftist mate. \"He must love \\'The Simpsons\\', which is quite Leftist.\" I am glad that the makers of this movie decided to break the long tradition of offering us intelligent Leftists. Ellen is such a refreshing - and realistic - change. The number of \"likes\" that she and her liberal friends manage to utter in less than 80 minutes is truly phenomenal (3,849, to be exact). They have managed to realistically transfer their real-life ineptness onto the big screen with a minimum of effort, and I applaud them for that.<br /><br />5. The close-ups of toes. Plenty of stuff here for foot-fetishists, which I think is a very liberal, highly commendable way of reaching out to sexual minorities. After all, shoe- and foot- fetishists are offered so little in modern cinema, so it\\'s nice to see that someone out there CARES.<br /><br />KOTM, or rather, KLOTLMAS, offers more than meets the eye. It is not just a modest little film about shallow people engaging in hollow relationships while indulging in meaningless conversations. No, it\\'s much more than that. It\\'s about the light that guides all silly creatures; the guiding light that dominates the futile lives of various pseudo-artistic wannabes who just dropped out of film school, and plan to assault our senses with dim-witted drivel that will hopefully play well at pretentious festivals like Sundance and Cannes, enabling them to gain the necessary exposure hence some real cash for a change, with which they will later hire the likes of Sean Penn and George Clooney in promoting the saving of this planet and the resolving of ALL political problems this world faces. What better way to do that than by making porn at the very start? <br /><br />If Chris and Ellen did the camera here, as is clearly stated in the end-credits, then who held the camera while the two of them were in front of it? They probably hired some passers-by and shoved the camera into their hands...<br /><br />Go to http://rateyourmusic.com/~Fedor8, and check out my \"TV & Cinema: 150 Worst Cases Of Nepotism\" list.',\n",
+ " \"Apparently I am swimming against the tide of the glowing comments on this film. I have not seen it since I was 4 or 5 years old but there is one thing I remember distinctly...<br /><br />The Bunyip was TERRIFYING!!! Nightmare inducing terrifying. With the creepy music and the little girl and kangaroo running/hopping away for their lives...<br /><br />As a kid I also remember the animated Hobbit... no worries. Watership down? Didn't blink an eye. Dot and the Kangaroo? It still haunts my dreams. And I have several friends the same age who also think it was massively creepy. Maybe we can get a group rate on therapy.<br /><br />In short: one freaky film for its time.\",\n",
+ " \"Given this film's incredible reviews I was expecting something truly exceptional. It certainly starts well with witty and sharp dialogue, and a fine cast in place. A series of Robert Altman-style interwoven stories reel the viewer in with some compelling scenes. I found it gripping entertainment right through to the second half of the film when sadly, it collapses like a pack of cards. A series of ludicrous coincidences and right-on messages stack up until I'm left deeply disappointed and wondering what all the fuss is about. Paul Haggis has tackled the subject of race in LA, and that alone seems to have elevated this movie to a new level of interest. Given that most of the Academy voters live in LA and have experienced racism to some extent, this film is sure to have an impact on them. That means the Oscar for Best Picture will go to the race movie or the gay movie. Let's hope it is the latter, because Brokeback Mountain is a bona fide masterpiece that deserves recognition.\",\n",
+ " 'I was in second grade, 12 years ago. I remember it clearly. We were learning about space. All little kids want to go to space, right? Well, after I saw this, I was so scared to death that I would \\'accidentally\\' get flung into space by some psychotic robot with a one track mind. I had no idea that this was a movie. I thought it was some news program or something. I guess it was my own version of when people were freaked out by the radio program \\'War of the Worlds.\\' So, recently, I get this movie again to watch, realizing my favorite actor, Joaquin Phoenix was in it (then known as Leaf Phoenix). I can tell you, I was laughing at the dramatic parts and laughing even harder at the acting. I mean, when Andy is in space, she moves in slow motion, did you ever notice that? I don\\'t think being in space makes you talk that slow or think that slow.<br /><br />The best part is when Andy is knocked unconscious by the oxygen tank, and begins to float backwards as the security doors close. Little Max is trying to pull her in. Suddenly, we get a major close up on Max\\'s face as he shouts (in slow motion) \"Whaaaaatttt\\'ssss happpeniiiinngggg?!?!?\" I had no idea.',\n",
+ " \"Read on and take note - you could save 88 minutes of your life (was that all!).<br /><br />Unremittingly bleak, this film sets out to produce (I'm guessing) a modern small town American Christmas fable in the Capra style. If fails....completely and absolutely fails. I've been trying to think of one good thing about it and can't. Let me mention some of the highlights ...<br /><br />People don't die, they get to spend eternity as immigrant workers in Santa's factory. Angels are actually ex-cowboys who sit in trees. Santa can bring people back from the dead (if you send him a nice letter). <br /><br />And the plot.. I won't spoil it for you but there has to be some light in films if only to contrast with the darkness but there isn't any. Even the photography is bleak - snow shown at the end of a freeze, everywhere looking cold, damp and miserable. <br /><br />As you might guess, the film has a happy (schmaltzy) ending. What a relief !\",\n",
+ " 'I know...I know: it\\'s difficult (if not paradoxical) for there to be such a thing as \"believable\" fantasy. But, to me, there is also such a condition wherein TOO MUCH UNbelievability interfere\\'s with, or distracts from my overall opinion of the movie. The latter was the case for me with regard to Goliath Awaits. Not only did I have too many unanswered questions concerning the storyline, but some of the acting, too, I thought, was a bit over-the-top. (Maybe, though, it was the writing: asking them to recite too many trite, predictable, cliched (over-?) reactions.) Others have said enough about the plot. I just wish that it was done - and, I think that it COULD have been - more convincingly. P. S.: This is a FRESH comment about this film - I just finished watching it a couple of minutes ago; not a recollection from years ago.',\n",
+ " 'I saw Bogard when it was released in the 70s. It was one of those pictures that received an X rating for violence. We snuck into our local grindhouse, and saw it anyway. Pretty good picture. Lots of blood from the street fights, although the cheap sound effects for the punches took something away from it. And lots of sex. I remember one of the early scenes when Bogard meets this pretty brunette in an apartment she is showing him. Without saying a word, he picks her up, puts her in the windowsill and nails her. From what I remember the picture sailed from that point on. So, when I found out Bogart is also called Black Fist and was available on VHS, I ordered it online. I was very disappointed. Black Fist is Bogard edited for television. So many of the scenes I remember were missing, I wondered if indeed, this was the same picture.',\n",
+ " \"This is based on Michael's life from 1983/4 till 2004. Flex Alexander did a good performance but looked nothing like Michael. I feel Michael was portrayed as a stupid person which I don't believe he was (even though he trusted the wrong people at times). I thought Flex Alexander looked Chinese when they made Michael look white. I think Latoya should of been portrayed in this, she was always pictured with her brother in the 80's. I never thought any of the supporting cast looked like their counterparts. There were some things that were inaccurate Lisa-Marie Presley's son looked about 4 in the wedding scene even though he was not yet 2 when Lisa and Michael got married. Also when Michael says to his mother Katherine he thinks he and Debbie should marry if she is carrying his child, it was Katherine's idea for the two to get married.\",\n",
+ " \"Time travel is a fun concept, and this film gives it a different slant. I got a kick out of Captain Billingham, one of the more down-to-earth characters, who was just not having a good day. Ordinarily, I don't choose to watch horror films, but this is an exception. Good story, excellent acting.\",\n",
+ " \"David Mamet is a very interesting and a very un-equal director. His first movie 'House of Games' was the one I liked best, and it set a series of films with characters whose perspective of life changes as they get into complicated situations, and so does the perspective of the viewer.<br /><br />So is 'Homicide' which from the title tries to set the mind of the viewer to the usual crime drama. The principal characters are two cops, one Jewish and one Irish who deal with a racially charged area. The murder of an old Jewish shop owner who proves to be an ancient veteran of the Israeli Independence war triggers the Jewish identity in the mind and heart of the Jewish detective.<br /><br />This is were the flaws of the film are the more obvious. The process of awakening is theatrical and hard to believe, the group of Jewish militants is operatic, and the way the detective eventually walks to the final violent confrontation is pathetic. The end of the film itself is Mamet-like smart, but disappoints from a human emotional perspective.<br /><br />Joe Mantegna and William Macy give strong performances, but the flaws of the story are too evident to be easily compensated.\",\n",
+ " 'In reality that happened: the royal mother in law and father in law lunched with the couple the day after the wedding and gave her the money in public. This troubled young Elisabeth so much that she never forgot the issue. We must remember she was only 16. She was so embarrassed that she kept a fear for sex all her life. Perhaps this began to appear as a trauma. Also the constant meddling of her aunt and mother in law. As you say, she kept all her children away from her, critiqued her teeth and manners (which she considered inappropriate for an empress), and when Sissi finally went to Venice with her husband and children, her eldest daughter died, and the mother in law blamed her for that unfortunate and premature death. She never recovered.',\n",
+ " \"My children watch the show everyday that its on. Its a great program for younger children. However they need to stop showing re-runs and do some more actual shows and get rid of Rooney's and Deedee's YELLOW TEETH. Moe is the only Doodle bop with clean white pearlie teeth and the children notice these things and ask if the 2 don't ever brush their teeth? Does the show ever make its way to the United States and if so where can we find its schedule at. And one other thing if we might be able to add. Moe you need to stop hiding so much. Sometimes when you pop up out of no where you scare the younger children and whats with the pulling of the rope? What does that signify? other then getting wet all the time. They need to add newer things to their show instead of the same ole same ole. Kids loose interest that way.\",\n",
+ " 'Basically a typical propaganda film for the last good war. But there were a couple things that struck me. First was the use of mouthed epithets. In two cases the Scott character mouths one, once at the beginning when he drops his bomb off target during the bomb-off (\"dammit\") and once when he is trying to sway a bombardier into being a pilot (\"s*%t\"). I could be wrong about the second instance but I replayed it several times and that\\'s what it looks like to me. The third case is when the Anne Shirley character wishes the O\\'Brien character goodbye and good luck (\"Give \\'em hell\") over the roar of the engines. She must have thought that was too unladylike because she clearly says \"heck\". I also found interesting the character that has moral problems with bombing, specifically bombing civilians. The avuncular superior officer assures him that only military targets will be hit due to the precision of the bombsight used. Given what we know about the LeMay\\'s later strategy of firebombing Japanese cities into oblivion this scene plays with not a little irony. I remember McNamara\\'s quoting of LeMay in \"The Fog of War\", something to the effect that if the US did not win the conflict he would be tried as a war criminal. The ending is way overwrought, in keeping with the movie. It reminded me a bit of the end of White Heat (I\\'m not comparing the films, just the ending!). Maybe it\\'s just \\'cause he gets blowed up. Blowed up real good!!!',\n",
+ " 'To sum it all up, skip End of Days and watch rent Roman Polanski\\'s The Ninth Gate instead. This movie is the perfect stereotypical American movie vs Ninth Gate being the perfect stereotypical European movie.<br /><br />Ninth Gate: Noir-ish, intelligent, nicely scored, atmospheric, excellent acting (Johnny Depp, esp), beautiful scenery, good cinematography, funny one-liners, intellectual, minimal foul language, thought-provoking. The only fault is it that a few people didn\\'t understand the open-ended ending and said the movie was \"crappy\" because of that and there were a couple of questionable scenes.<br /><br />End of Days: Overly violent, liberal use of foul language, NO musical score except for a poor attempt at a commercial soundtrack that was only heard when Gabriel Byrne stalked around NYC as Satan (but all you could pick out was Korn\\'s Jonathan Davis unintelligible screaming), sex that had nothing to do with the plot, violence, incredibly predictable, violence, and did I mention lots more violence? I guess some of the special effects were good but that\\'s about it.<br /><br />Well, maybe I\\'m wrong but I thought Ninth Gate was far more interesting, quirky, original, and intelligent. But maybe Americans don\\'t need need that. *dripping with cynicism* Even though I am an American, sometimes I wonder.',\n",
+ " \"A young couple decides to runaway to sunny California. They never reach their destination as they decide to pull over at the Rest Stop.<br /><br />After a fight with her boyfriend, Nicole Carrow insists on pulling in to a rest stop. When she is ready to leave, she exits the bathroom to find her boyfriend has disappeared with their car, leaving her trapped on the back roads of Texas with only an abandoned camper van to keep her company.<br /><br />Rest Stop is one of those cheap and tacky horror movies that could become a cult classic. Will Rest Stop become a cult classic you may ask? Well the three elements that you need to become a cult classic are gore, sex and artistic merit. Rest stop has bucket loads of gore, and while I do not want to give too much away, it contains oodles of blood-soaked nastiness. This movie has everything from the bad guy running over a cop's legs with his car several times to him making use of a pneumatic drill on a girl's leg. At times, it can be about as bloody as a film can get. It also has a gratuitous and yet somehow quite intimate love scene in the opening minutes of the film. Therefore, the sex is covered. Now the hard one \\x96 does it have any artistic merit? You never get to see the bad guy's face \\x96 you see glimpses, profiles, shadowy silhouettes. He is a faceless, relentless, monster, which alone scores highly on the artistic merit scale. The movie has very few characters in it apart from the main protagonist \\x96 Nicole Carrow (Jaimie Alexander). Since she spends a large part of the film on her own, she cannot reveal her thoughts in the course of a conversation, but must speak them aloud so that we, the audience, know what she is thinking. At times, this can be slightly irritating; however, it is a brave step by the writer (John Shiban) and it does work for the majority of the film. As an audience knows, being completely alone and isolated from civilisation is frightening enough even when you are not being chased by psychotic killers.<br /><br />So, will Rest Stop become a cult classic? It probably will because along the gore, sex and arguable artistic merit, it also has plenty of chills, an interesting and inventive plot and gives rise to a lot of shouting at the screen as the main character does plenty of things you should definitely not do when running from a psychotic killer. (What fun are horror movies if you cannot complain about the stupidity of the victims?)\",\n",
+ " 'There is no real story the film seems more like a fly on the wall drama-documentary than a proper film so this piece may in itself be a spoiler. Teen drama about 3 young Singaporean kids (very similar to UK chavs) who play truant from school, run with gangs, get into fights, insult people on the street, get tattoos, hang about doing nothing, etc. etc, They generally imagine themselves to be hard and every so often shout challenging rap chants into the camera. Filmed in MTV style, fast cuts, crazy camera angles, tight close ups and animation interludes. The dialogue might have been crisper in the original languages of Mandarin and Hokkien than in the subtitles and I have no doubt that some of the contemporary Singapore references will slip over Western heads as well as the cultural and political context unless of course you are familiar with Singapore. This kind of teen film may be a first for Singapore but it has been done before and done better in other Western countries, La Haine (1995) for example.',\n",
+ " \"This movie certainly proves, that also the good Americans can do terribly good propaganda. No questions being asked, no comments being made on power abuse or police terror, when James Stewart, solid and convincing as always, solves all the stories from Dillinger to 5th Column more or less singlehandedly. June Allyson as his regular love interest holds up the family values and E.J. Hoover is executive producer.And children or non guilty bystanders are never harmed, when the professionals execute. Not to speak of civil rights, which are never broken or homes, which are never intruded. And if the FBI service would not be enough, Steward also gives his son's life for the country in WW II. Perfectly made, if you wouldn't know better....\",\n",
+ " \"This one was marred by potentially great matches being cut very short.<br /><br />The opening match was a waste of the Legion of Doom, but I guess the only way they could have been eliminated by Demolition was a double-DQ. Otherwise, Mr. Perfect would have had to put in overtime. Kerry von Erich, the I-C champ, was wasted here. And this was the third ppv in a row where Perfect jobbed. Remember, before that he never lost a match.<br /><br />The second match was very good, possibly the best of the night. Ted DiBiase and the Undertaker were excellent, while the Jim Neidhart had one of his WWF highlights, pinning the Honky Tonk Man. Koko B. Ware continued his tradition of being the first to put over a new heel (remember the Big Bossman and Yokozuna?). This was a foreshadowing of Bret Hart's singles career, as he came back from two-on-one and almost survived the match. He and DiBiase put on a wrestling clinic, making us forget that the point of the match was DiBiase's boring feud with Dusty Rhodes.<br /><br />Even though the Visionaries were the first team to have all of its members survive (and only the second since '87 to have four survivors), this match was not a squash. This was the longest match of the night, and Jake did a repeat of his '88 performance when he was left alone against four men and dominated. I think he could have actually pulled off an upset. These days, the match would have ended the other way around.<br /><br />One of the shortest SS matches ever was also one of its most surprising. Possibly the most underrated wrestler ever, Tito Santana was the inspirational wrestler of the night, putting on war paint and pinning Boris Zukhov, Tanaka, and even the Warlord in the final survival match. It was so strange to see him put over so overwhelmingly, then go right back to his mediocre career. Sgt. Slaughter also did well, getting rid of Volkoff and the Bushwhackers, but that just wasn't a surprise. Tito was.<br /><br />I think the only point of the survival match was to have Hogan and the Warrior win together at the end.<br /><br />This show was boring and the matches were too short. The Undertaker's debut was cool, but Tito Santana is the reason I will remember this one.\",\n",
+ " \"I have recently found this film on one of my husband's VHS tapes (the blank variety which he uses to record stuff from the telly). The film looks as if it was last shown in the eighties and I don't remember having seen it since. It has not (to my knowledge) been released on DVD or VHS although I shall browse around for a copy.<br /><br />The film tells the story of three young people: two girls, one on the edge of puberty and the other much younger, and a young boy who go to live with their mother's brother and his young, mute Irish wife. His wife also has two brothers who live with them. The children's uncle is an unpleasant control freak who forces his young wife to wear a silver collar whilst she watches a marionette show put on by him and her brothers in his toyshop.<br /><br />The eldest girl and one of the Irishmen (the younger) develop a love for each other whilst they live in the same house. The girl helps her aunt out in the shop whilst her brother helps his uncle to make things in the workshop.<br /><br />There are a lot of very disturbing elements to the film. There is the uncle's treatment of his wife as some kind of dumb (literally) possession (illustrated by the collar) whilst the Irish indulge dancing, drinking and somewhat forbidden love. Interestingly, though, I have seen far more explicit themes played out in other movies made in Hollywood today.<br /><br />Makes you wonder whether the British film industry and the BBC have some kind of hidden agenda going on.<br /><br />Still, despite it not being a children's movie, there are a lot of playful, magic moments in it and the one Irishman does some beautiful paintings.\",\n",
+ " 'We picked this up as a part of a Brentwood set, under the title \"The Broken Skull.\" Shot directly onto video, with widely varying sound and lighting quality, this movie winds up with a hyperactive quality that may inspire the viewer to feelings of nervousness, confusion and irritability - and not in a good, \"Evil Dead\" kind of way.<br /><br />Without going into spoilers, what appears at first to be a simple revenge ghost story becomes increasingly convoluted and bizarre. While there are some interesting ideas here, the overall effect is likely to leave you scratching your head and saying \"hunh?\"<br /><br />This is a very, very gory movie. The gore effects range all the way from full bloody head appliances to a silly Video Toaster effect that has to be freeze-framed to be (dis)believed. The \"Fangoria\" level of gross-out effects in this film is really amazing and should likely please the gore-hounds while making anyone with a weak constitution feel a bit on the queasy side.<br /><br />The Broken Skull is also an extremely noisy movie. It features not only ambient noises (captured by mikes and not replaced in post), but there is a lot of shrieking. No, no, I mean a LOT. A lot, a lot! Characters scream, wail, howl and yell, chitter and laugh maniacally. Turn down the volume if you value your eardrums and your nerves! But you can\\'t fault the cast for their enthusiasm, they really eat up the scenery and sometimes the effect is rather entertaining. In particular, the actress playing a certain Vietnamese immigrant delivers all of the above with a remarkable amount of gusto.<br /><br />In fact, very few of the actors were wooden. Some of them may have overacted a bit (oh, just a wee smidgen!), but most of them are certainly fun to watch go off. The cast is ethnically diverse and kudos to the filmmakers for that. The two middle-aged white women, however, are two of the most spiteful, exasperated characters since the shopkeeper in the MST3k classic \"the Brute Man.\" Just watch them seethe at all the other characters, it\\'s fun!<br /><br />In closing, the Headcrusher may not become a horror icon on a par with Jason Voorhees, Michael Myers or Freddy Kruger (or even the Leprechaun), but we can definitely say this ... this was a movie.',\n",
+ " 'I couldn\\'t give this film a bad rating or bad review for two reasons: Robin Williams and Toni Collete. The film has the potential of being a thriller and there are some slight disturbing elements that lean to the psychological which was something the film could have focused a little on. Robin Williams plays Gabriel Noon, a storytelling night time deejay who is going through personal issues: his lover moves out and Gabriel is having what seems to be a case of storyteller\\'s block. One day he receives and reads a story written by a dying 14-year old boy named Pete Boland (Rory Culkin). Pete tells the story of his life and the abuse he suffered at the hands of his parents. He lives with his adopted mother and social worker, Donna Boland (Toni Collette). Gabriel is fascinated and begins a friendship with Pete, but things seem strange when Gabriel attempts to meet him and discovers the possibility that Pete Boland may not even exist. I won\\'t go into detail because I don\\'t want to spoil the film, but I will tell you this: it is quite predictable. Fascinating atmosphere for telling a story and good performances from Robin Williams and Toni Collette, who I thought was the film\\'s key character. Collette is without question one of the most talented and loveliest actresses. Her ability to tap into the psyche and personality of the characters she portrays is very uncanny and I hope to see her win an Oscar (hell, I think she might pull off getting a Best Supporting Actress nod for this one if the script were a little better). The film starts off as a psychological thriller, but a predictable one at that. If your curious to know the film\\'s ending and twists, then see the film otherwise I would rent another predictable thriller called \"Hide and Seek\".']"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 44
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Summary:\n",
+ "After looking at the miss-classified reviews, the following conclusions can be drawn:\n",
+ "\n",
+ "* Most miss-classified reviews have length much greater than 512 words, which is the maximum padding length of each review. Which makes it harder to classify.\n",
+ "\n",
+ "* After reading some of the miss-classified reviews, it can be observed that most reviews does not talk about the movie or the experience of the person who is watching the movie, but is the summary of their whole day\n",
+ "\n",
+ "* Roberta model seems to perform better than the bert model."
+ ],
+ "metadata": {
+ "id": "QHdiTI9iuoIC"
+ }
+ }
+ ]
+}
\ No newline at end of file
diff --git a/Project-Baseline.ipynb b/Project-Baseline.ipynb
deleted file mode 100644
index 09003eb..0000000
--- a/Project-Baseline.ipynb
+++ /dev/null
@@ -1,425 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "QBcyKHFi-suL"
- },
- "source": [
- "# Sentiment Analysis of IMDB Movie Reviews"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "1P8d4CTh-suR"
- },
- "source": [
- "For this project, I have used the IMDB movie reviews dataset. It consists of 50,000 movie reviews and 'poistive' or 'negative' sentiment associated with each review."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "wi486Zb9-suY"
- },
- "source": [
- "## Data set"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "7KB1IR1S-0JA",
- "outputId": "382cc88c-efaf-4600-df0b-acb2d7e3a121"
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Mounted at /content/drive\n",
- "/content/drive/MyDrive/TDDE16/Lab 2\n"
- ]
- }
- ],
- "source": [
- "from google.colab import drive\n",
- "drive.mount('/content/drive')\n",
- "\n",
- "# change this to the path in google drive where the files are located\n",
- "%cd /content/drive/MyDrive/TDDE16/Lab 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 47,
- "metadata": {
- "id": "edjFHbsK-sud"
- },
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "import bz2\n",
- "\n",
- "# df = pd.read_csv('books_data.csv', usecols=['categories', 'description'])\n",
- "df = pd.read_csv('IMDB Dataset.csv')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 48,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 206
- },
- "id": "6zBwetnB-sug",
- "outputId": "f66d6e48-bc34-4791-b298-86a5abfc5b5b"
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>review</th>\n",
- " <th>sentiment</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>One of the other reviewers has mentioned that ...</td>\n",
- " <td>positive</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>A wonderful little production. <br /><br />The...</td>\n",
- " <td>positive</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>I thought this was a wonderful way to spend ti...</td>\n",
- " <td>positive</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>Basically there's a family where a little boy ...</td>\n",
- " <td>negative</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>Petter Mattei's \"Love in the Time of Money\" is...</td>\n",
- " <td>positive</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " review sentiment\n",
- "0 One of the other reviewers has mentioned that ... positive\n",
- "1 A wonderful little production. <br /><br />The... positive\n",
- "2 I thought this was a wonderful way to spend ti... positive\n",
- "3 Basically there's a family where a little boy ... negative\n",
- "4 Petter Mattei's \"Love in the Time of Money\" is... positive"
- ]
- },
- "execution_count": 48,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df.head()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 49,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 50000 entries, 0 to 49999\n",
- "Data columns (total 2 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 review 50000 non-null object\n",
- " 1 sentiment 50000 non-null object\n",
- "dtypes: object(2)\n",
- "memory usage: 781.4+ KB\n"
- ]
- }
- ],
- "source": [
- "df.info()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 65,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 504x432 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "#Plotting data for 2017-18 campaign\n",
- "df['sentiment'].value_counts().plot(kind='bar', figsize=(7, 6), rot=0)\n",
- "plt.xlabel(\"Reviews\", labelpad=14)\n",
- "plt.ylabel(\"sentiment\", labelpad=14)\n",
- "plt.title(\"Imdb\", y=1.02);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 51,
- "metadata": {},
- "outputs": [],
- "source": [
- "import sklearn\n",
- "from sklearn.feature_extraction.text import TfidfVectorizer\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
- "from sklearn.metrics import classification_report\n",
- "from sklearn.naive_bayes import MultinomialNB\n",
- "import numpy as np\n",
- "from sklearn.pipeline import Pipeline"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "#splitting the complete dataset in test and training dataset:\n",
- "x_train, x_test, y_train, y_test = train_test_split(df.review, df.sentiment, test_size=0.30, random_state=2)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "metadata": {},
- "outputs": [],
- "source": [
- "#converting the sentiments (positive and negatives) to 1 and 0. \n",
- "y_train = (y_train.replace({'positive': 1, 'negative': 0})).values\n",
- "y_test = (y_test.replace({'positive': 1, 'negative': 0})).values"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 64,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " precision recall f1-score support\n",
- "\n",
- " 0 0.85 0.89 0.87 7499\n",
- " 1 0.88 0.84 0.86 7501\n",
- "\n",
- " accuracy 0.86 15000\n",
- " macro avg 0.86 0.86 0.86 15000\n",
- "weighted avg 0.86 0.86 0.86 15000\n",
- "\n"
- ]
- }
- ],
- "source": [
- "#Pipeline for fitting a Multinomial Naive Bayes Model\n",
- "pipe = Pipeline([(\"vect\", TfidfVectorizer()), ('clf', MultinomialNB())])\n",
- "pipe.fit(x_train, y_train)\n",
- "pred = pipe.predict(x_test)\n",
- "print(classification_report(y_test, pred))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 54,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 432x288 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "conf_mat = confusion_matrix(pred, y_test)\n",
- "disp = ConfusionMatrixDisplay(confusion_matrix=conf_mat, display_labels=[1,0])\n",
- "disp.plot()\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 55,
- "metadata": {},
- "outputs": [],
- "source": [
- "#Using GridSearch Cross Validation to find optimal parameters\n",
- "from sklearn.model_selection import GridSearchCV\n",
- "\n",
- "pipe_cv = Pipeline([(\"vect\", TfidfVectorizer()), ('clf', MultinomialNB())])\n",
- "\n",
- "parameters = {'vect__binary': [True, False],\n",
- " 'vect__ngram_range': [(1, 1), (1, 2)],\n",
- " 'clf__alpha': (1, 0.1)}\n",
- "\n",
- "CV_grid_search = GridSearchCV(pipe_cv, parameters, cv= 5)\n",
- "grid_search_fit = CV_grid_search.fit(x_train, y_train)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 56,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " precision recall f1-score support\n",
- "\n",
- " 0 0.89 0.90 0.90 7499\n",
- " 1 0.90 0.89 0.90 7501\n",
- "\n",
- " accuracy 0.90 15000\n",
- " macro avg 0.90 0.90 0.90 15000\n",
- "weighted avg 0.90 0.90 0.90 15000\n",
- "\n"
- ]
- }
- ],
- "source": [
- "cv_pred = grid_search_fit.predict(x_test)\n",
- "print(classification_report(y_test, cv_pred))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 57,
- "metadata": {},
- "outputs": [],
- "source": [
- "#Pipeline for fitting a linear support vector machine (SVM).\n",
- "from sklearn.linear_model import SGDClassifier\n",
- "\n",
- "#SGDClassifier, by default fits a linear support vector machine (SVM).\n",
- "pipe_sgd = Pipeline([(\"vect\", TfidfVectorizer()), ('clf', SGDClassifier())])\n",
- "\n",
- "parameters = {'vect__binary': [True, False],\n",
- " 'vect__ngram_range': [(1, 1), (1, 2)],\n",
- " 'clf__alpha': (1, 0.1)}\n",
- "\n",
- "sgd_grid_search = GridSearchCV(pipe_sgd, parameters, cv= 5)\n",
- "sgd_grid_search_fit = sgd_grid_search.fit(x_train, y_train)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 58,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " precision recall f1-score support\n",
- "\n",
- " 0 0.89 0.90 0.90 7499\n",
- " 1 0.90 0.89 0.90 7501\n",
- "\n",
- " accuracy 0.90 15000\n",
- " macro avg 0.90 0.90 0.90 15000\n",
- "weighted avg 0.90 0.90 0.90 15000\n",
- "\n"
- ]
- }
- ],
- "source": [
- "sgd_pred = sgd_grid_search_fit.predict(x_test)\n",
- "print(classification_report(y_test, cv_pred))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "colab": {
- "collapsed_sections": [],
- "provenance": []
- },
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.9.6"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/Project_Baseline.ipynb b/Project_Baseline.ipynb
new file mode 100644
index 0000000..06d7177
--- /dev/null
+++ b/Project_Baseline.ipynb
@@ -0,0 +1,899 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "QBcyKHFi-suL"
+ },
+ "source": [
+ "# Sentiment Analysis of IMDB Movie Reviews"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "1P8d4CTh-suR"
+ },
+ "source": [
+ "For this project, I have used the IMDB movie reviews dataset. It consists of 50,000 movie reviews and 'poistive' or 'negative' sentiment associated with each review."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "wi486Zb9-suY"
+ },
+ "source": [
+ "## Data set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "7KB1IR1S-0JA",
+ "outputId": "448427d4-ff72-4a3a-85b6-f950e75c4586"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n",
+ "/content/drive/MyDrive/TDDE16-Project\n"
+ ]
+ }
+ ],
+ "source": [
+ "from google.colab import drive\n",
+ "drive.mount('/content/drive')\n",
+ "\n",
+ "# change this to the path in google drive where the files are located\n",
+ "%cd /content/drive/MyDrive/TDDE16-Project"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "id": "C8QUpbh6U8o4"
+ },
+ "outputs": [],
+ "source": [
+ "#Importing all the dependencies which will be required further in the project\n",
+ "import re\n",
+ "import bz2\n",
+ "import sklearn\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "from wordcloud import WordCloud\n",
+ "from spacy.lang.en import stop_words\n",
+ "from sklearn.pipeline import Pipeline\n",
+ "from sklearn.naive_bayes import MultinomialNB\n",
+ "from sklearn.metrics import classification_report\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Cleaning the data\n",
+ "df = (pd.read_csv('IMDB Dataset.csv').drop_duplicates())\n",
+ "print(f'Numbers of samples: {len(df)}')\n",
+ "df.head()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 223
+ },
+ "id": "PBy4KYgIWJS-",
+ "outputId": "516b2514-1820-4d7a-9669-26f5fc1f2e83"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Numbers of samples: 49582\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " review sentiment\n",
+ "0 One of the other reviewers has mentioned that ... positive\n",
+ "1 A wonderful little production. <br /><br />The... positive\n",
+ "2 I thought this was a wonderful way to spend ti... positive\n",
+ "3 Basically there's a family where a little boy ... negative\n",
+ "4 Petter Mattei's \"Love in the Time of Money\" is... positive"
+ ],
+ "text/html": [
+ "\n",
+ " <div id=\"df-e9f7284e-5696-4999-9472-332afeb45636\">\n",
+ " <div class=\"colab-df-container\">\n",
+ " <div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>review</th>\n",
+ " <th>sentiment</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>One of the other reviewers has mentioned that ...</td>\n",
+ " <td>positive</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>A wonderful little production. <br /><br />The...</td>\n",
+ " <td>positive</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>I thought this was a wonderful way to spend ti...</td>\n",
+ " <td>positive</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Basically there's a family where a little boy ...</td>\n",
+ " <td>negative</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Petter Mattei's \"Love in the Time of Money\" is...</td>\n",
+ " <td>positive</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>\n",
+ " <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e9f7284e-5696-4999-9472-332afeb45636')\"\n",
+ " title=\"Convert this dataframe to an interactive table.\"\n",
+ " style=\"display:none;\">\n",
+ " \n",
+ " <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+ " width=\"24px\">\n",
+ " <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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+ " </svg>\n",
+ " </button>\n",
+ " \n",
+ " <style>\n",
+ " .colab-df-container {\n",
+ " display:flex;\n",
+ " flex-wrap:wrap;\n",
+ " gap: 12px;\n",
+ " }\n",
+ "\n",
+ " .colab-df-convert {\n",
+ " background-color: #E8F0FE;\n",
+ " border: none;\n",
+ " border-radius: 50%;\n",
+ " cursor: pointer;\n",
+ " display: none;\n",
+ " fill: #1967D2;\n",
+ " height: 32px;\n",
+ " padding: 0 0 0 0;\n",
+ " width: 32px;\n",
+ " }\n",
+ "\n",
+ " .colab-df-convert:hover {\n",
+ " background-color: #E2EBFA;\n",
+ " box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+ " fill: #174EA6;\n",
+ " }\n",
+ "\n",
+ " [theme=dark] .colab-df-convert {\n",
+ " background-color: #3B4455;\n",
+ " fill: #D2E3FC;\n",
+ " }\n",
+ "\n",
+ " [theme=dark] .colab-df-convert:hover {\n",
+ " background-color: #434B5C;\n",
+ " box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+ " filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+ " fill: #FFFFFF;\n",
+ " }\n",
+ " </style>\n",
+ "\n",
+ " <script>\n",
+ " const buttonEl =\n",
+ " document.querySelector('#df-e9f7284e-5696-4999-9472-332afeb45636 button.colab-df-convert');\n",
+ " buttonEl.style.display =\n",
+ " google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+ "\n",
+ " async function convertToInteractive(key) {\n",
+ " const element = document.querySelector('#df-e9f7284e-5696-4999-9472-332afeb45636');\n",
+ " const dataTable =\n",
+ " await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+ " [key], {});\n",
+ " if (!dataTable) return;\n",
+ "\n",
+ " const docLinkHtml = 'Like what you see? Visit the ' +\n",
+ " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+ " + ' to learn more about interactive tables.';\n",
+ " element.innerHTML = '';\n",
+ " dataTable['output_type'] = 'display_data';\n",
+ " await google.colab.output.renderOutput(dataTable, element);\n",
+ " const docLink = document.createElement('div');\n",
+ " docLink.innerHTML = docLinkHtml;\n",
+ " element.appendChild(docLink);\n",
+ " }\n",
+ " </script>\n",
+ " </div>\n",
+ " </div>\n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "execution_count": 3
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Preprocessing\n",
+ "def preprocess(s):\n",
+ " s = s.lower()\n",
+ " # Change 't to 'not'\n",
+ " s = re.sub(r\"\\'t\", \" not\", s)\n",
+ " # # Remove @name\n",
+ " s = re.sub(r'(@.*?)[\\s]', ' ', s)\n",
+ " # Remove stopwords except 'not' and 'can'\n",
+ " s = \" \".join([word for word in s.split()\n",
+ " if word not in stop_words.STOP_WORDS\n",
+ " or word in ['not', 'can']])\n",
+ " # Remove trailing whitespace\n",
+ " s = re.sub(r'\\s+', ' ', s).strip()\n",
+ " \n",
+ " return s"
+ ],
+ "metadata": {
+ "id": "Xrkh4lTf8sfv"
+ },
+ "execution_count": 4,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Function to Removes html tags and extra whitespaces.\n",
+ "def clean_text(text):\n",
+ " text = \" \".join(text.split())\n",
+ " text = re.sub(r'<.*?>', '', text)\n",
+ " return text"
+ ],
+ "metadata": {
+ "id": "BaNPktSF87Of"
+ },
+ "execution_count": 5,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# #Preprocessing the data\n",
+ "df['review'] = df['review'].apply(lambda x: clean_text(preprocess(x)))"
+ ],
+ "metadata": {
+ "id": "U-CTvTL-8uH5"
+ },
+ "execution_count": 6,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Converting the target valur to integers\n",
+ "df['sentiment'] = df['sentiment'].apply(lambda x: 0 if x == \"negative\" else 1)\n",
+ "print(df['sentiment'].value_counts())"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "A6gNoFJrW9b_",
+ "outputId": "f4ce10b4-6bfb-4501-d538-1fe0a1d84a3f"
+ },
+ "execution_count": 7,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "1 24884\n",
+ "0 24698\n",
+ "Name: sentiment, dtype: int64\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Analysing the data"
+ ],
+ "metadata": {
+ "id": "JNppjFE5_XuG"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 421
+ },
+ "id": "eu9llHxKU8o2",
+ "outputId": "fd558960-451d-482b-ec37-0a1fe45a81b7"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 504x432 with 1 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ],
+ "source": [
+ "#Plotting data for 2017-18 campaign\n",
+ "df['sentiment'].value_counts().plot(kind='bar', figsize=(7, 6), rot=0)\n",
+ "plt.xlabel(\"Reviews\", labelpad=14)\n",
+ "plt.ylabel(\"sentiment\", labelpad=14)\n",
+ "plt.title(\"Imdb\", y=1.02);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [],
+ "metadata": {
+ "id": "EKt87_bp_Wlt"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#PLotting the distribution of positive sentiment reviews\n",
+ "fig = plt.figure(figsize=(14,7))\n",
+ "df['length'] = df.review.apply(len)\n",
+ "ax1 = fig.add_subplot(122)\n",
+ "sns.histplot(df[df['sentiment']==1]['length'], ax=ax1,color='green')\n",
+ "describe = df.length[df.sentiment==1].describe().to_frame().round(2)\n",
+ "\n",
+ "ax2 = fig.add_subplot(121)\n",
+ "ax2.axis('off')\n",
+ "font_size = 14\n",
+ "bbox = [0, 0, 1, 1]\n",
+ "table = ax2.table(cellText = describe.values, rowLabels = describe.index, bbox=bbox, colLabels=describe.columns)\n",
+ "table.set_fontsize(font_size)\n",
+ "fig.suptitle('Distribution for positive sentiment reviews.', fontsize=16)\n",
+ "\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 493
+ },
+ "id": "rqMO7wn9_VwW",
+ "outputId": "0e5c44a6-5846-426e-82f1-b165c6ed35b2"
+ },
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1008x504 with 2 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Plotting the distribution of negative sentiment reviews\n",
+ "fig = plt.figure(figsize=(14,7))\n",
+ "ax1 = fig.add_subplot(122)\n",
+ "sns.histplot(df[df['sentiment']==0]['length'], ax=ax1,color='red')\n",
+ "describe = df.length[df.sentiment==0].describe().to_frame().round(2)\n",
+ "\n",
+ "ax2 = fig.add_subplot(121)\n",
+ "ax2.axis('off')\n",
+ "font_size = 14\n",
+ "bbox = [0, 0, 1, 1]\n",
+ "table = ax2.table(cellText = describe.values, rowLabels = describe.index, bbox=bbox, colLabels=describe.columns)\n",
+ "table.set_fontsize(font_size)\n",
+ "fig.suptitle('Distribution for Negative sentiment reviews.', fontsize=16)\n",
+ "\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 493
+ },
+ "id": "toD5-Qy2_qHd",
+ "outputId": "789e5669-c1ad-4cba-e87a-240d530e5c99"
+ },
+ "execution_count": 10,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1008x504 with 2 Axes>"
+ ],
+ "image/png": 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L89NAdbx7Q3LaSzezq/G+YM7w2xmCNzwvJazeVjO7GS8p/hjvHpvzKLhH7WW8L9iZeL8jlXcf7zazb/CHSOElcT/i3UP1fd76YRbgJUeP4Q3p3IT3xfeesLbf9nsxh+JNi14F7/6y+XjTzh+q5/AmVxiFN6nADwRPw35YCnt+D6G9bDO7AS/u9/G+a/TCm/XuUNr5xe/BvRfvPXAy3oQy33Hgv2c4yLkPaH+tmbXEmxlzFN5U7VvxLhhMzFM9J4le7LwfBc65kPIxXkIZnmRn4n2G9sbrfc72Y77aOTc9rF74fWMicpSygr8HiYiIFJ2ZVcT74rhFV9BFRKSsUc+SiIgUGzMbgTfb3A949/LcAJwG/Kk04xIRESkKJUsiIlKcHN6wqUT/7y/x7nl5p1SjEhERKQINwxMREREREQmgH0cTEREREREJoGRJREREREQkgJIlERERERGRAEqWREREREREAihZEhERERERCaBkSUREREREJICSJRERERERkQBKlkRERERERAIoWRIREREREQmgZElERERERCSAkiUREREREZEASpZEREREREQCKFkSEREREREJoGRJREREREQkgJIlERERERGRAEqWREREREREAihZEhERERERCaBkSUREREREJICSJRERERERkQBKlkRERERERAIoWRIREREREQmgZElERERERCSAkiUREREREZEASpZEREREREQCKFkSEREREREJoGRJREREREQkgJIlERERERGRAEqWREREREREAihZEhERERERCaBkSUREREREJICSJRERERERkQBKlkRERERERAIoWRIREREREQmgZElERERERCRApdIO4EiqUqXKhszMzPjSjkNEpDyLiorauGfPnoTSjuNoVL16dZeUlFTaYYiIlGtLlizZ4pyLC1p2TCdLmZmZ8c650g5DRKRcMzNdtMpHUlISixcvLu0wRETKNTP7Ib9lGoYnIiIiIiISQMmSiIiIiIhIACVLIiIiIiIiAZQsiYiIiIiIBFCyJCIiIiIiEkDJkoiIiIiISAAlSyIiIiIiIgGULImIiIiIiARQsiQiIiIiIhJAyZKIiIiIiEgAJUsiIiIiIiIBlCyJiIiIiIgEULIkIiIiIiISQMmSSDFJTU3l4osvLu0wAEhKSuLhhx8u7TBEREREyjQlSyJl2IQJE4iJiSntMERERESOSZVKOwARERE5emRnZ7N+/XoAEhMTqVBB11VFpPzSJ6DIEeCcY8yYMZxyyilUqVKF5s2b869//Su0fM2aNZgZ06ZNo1OnTkRHR9OkSRNmzZqVq53//ve/NGzYkKioKNq3b8+UKVMwM9asWcPs2bPp1asXu3btwswwM9LS0kLrZmZmcuONN3L88cdTq1YtHnrooZLafREpw9avX09Gt25kdOsWSppERMorJUsiR8CwYcN4/vnnGTduHMuWLeOuu+7ixhtv5L///W+uekOHDuWWW27hiy++oFWrVlx55ZXs3LkTgLVr13LppZdy0UUX8cUXX3DLLbcwePDg0Lrt2rVj7NixREdHk5GRQUZGBoMGDQotf+yxx2jevDmfffYZd955J4MHD2bevHklcwBEpEyrGRlJzcjI0g5DRKTUKVkSKWa7du3i0Ucf5bnnnuOCCy4gOTmZHj160Lt3b8aNG5er7q233krXrl1p0KABo0aNYtu2bSxduhSAp556inr16vHoo4/SsGFDLr/8cvr27RtaNzIykhNOOAEzIyEhgYSEhFz3L3Xu3Jmbb76Z+vXr87e//Y369evzwQcflMxBEBERETkG6J4lkWK2bNkyMjMzueCCCzCzUPlvv/1GUlJSrrqnnXZa6O/ExEQANm3aBMC3335Lq1atctVv3bp1oeMIbzun/Zy2RUREROTglCyJFLPs7GwA3nzzTerUqZNrWURERL6vcxKrnPUPV95tmVmxtS0iIiJSHihZEilmTZo0oXLlyvzwww+cf/75RW6nUaNGTJ8+PVfZwoULc72OjIxk//79Rd6GiIiIiORPyZJIMatatSqDBg1i0KBBOOdo3749O3fuZP78+VSoUIE+ffoUqp2+ffvy6KOPMmjQIHr37k16ejrPPPMM8HsvVFJSEpmZmcyaNYsWLVoQHR1NdHT0Eds3ERERkfJEEzyIHAEjRowgLS2Nhx9+mKZNm9KpUyemTZtGcnJyoduoW7cu06ZNY8aMGZx++uk89thjDB8+HICoqCjAmxGvb9++XHXVVcTFxTFmzJgjsj8iUv5kO0dGRgbr1q3TEF4RKbfMOVfaMRwxZuaO5f2T8ufxxx/n3nvv5eeff841eYTI0czMcM7pDRugZcuWbvHixaUdRi7r1q2D7t3JyMoia98+KkdEUHP6dGrVqlXaoYmIHBFmtsQ51zJomYbhiRzFxo0bR6tWrYiLi2P+/PmMGDGC1NRUJUoiUiISIiKI0u8tiUg5pmRJ5Ci2YsUKRo0axdatW6lVqxZ9+/bl3nvvLe2wRERERMoFJUsiR7HHHnuMxx57rLTDEBERESmXNMGDiIiIiIhIACVLIiIiIiIiAZQsiYiIiIiIBFCyJCIiIiIiEkDJkoiIlGtm9oKZbTKzr/OU/83MvjWzdDMbE1Z+l5mtMLPvzKxLWPkFftkKMxtSkvsgIiJHhmbDExGR8m4C8CTwUk6BmZ0HdANOd85lmVkNv7wJcCXQFEgE3jezU/3VxgGdgHXAIjOb4ZxbVmJ7ISIixU7JkoiIlGvOuU/MLClP8U3AA865LL/OJr+8GzDFL19tZiuAs/xlK5xzqwDMbIpfV8mSiEgZpmF4IiIiBzoVONfMFpjZx2bWyi8/GfgxrN46vyy/chERKcPUsyQiInKgSsCJQBugFfBvM6tXHA2bWR+gD0CdOnWKo0kRETlC1LMkIiJyoHXAa86zEMgGqgM/AbXD6tXyy/IrP4Bz7lnnXEvnXMu4uLgjEryIiBQPJUsiIiIHegM4D8CfwCES2ALMAK40s8pmlgw0ABYCi4AGZpZsZpF4k0DMKJXIRUSk2GgYnoiIlGtmNhlIAaqb2TpgOPAC8II/nfheoKdzzgHpZvZvvIkb9gH9nXP7/XZuBmYCFYEXnHPpJb4zIiJSrJQsiYhIueacuyqfRX/Np/79wP0B5W8DbxdjaCIiUsoKTJaqVKmyITMzM76kgiluUVFRmFlphyEiUq5FRUVll3YMIiIiRVFgspSZmRnvjToom8yMshy/iMixwMx0f6yIiJRJ+g9MREREREQkgJIlERERERGRAEqWREREREREAihZEhERERERCaBkSUREREREJIB+Z0lERETyle0cGzMyAEhMTKRCBV1nFZHyQ594IiIikq+Ne/eSdf31ZHTrxvr160s7HBGREqWeJRERESlQQkQEUZGRpR2GiEiJU8+SiIiIiIhIACVLIiIiIiIiAZQsiYiIiIiIBFCyJCIiIiIiEkDJkoiIiIiISIAynSylpKRw8803l3YYIlLGjB49mlatWnH88ccTFxdH165d+frrr/Otf+ONN2JmPPzwwwcsW7hwIZ06dSImJoaqVavSrl07tmzZElr+2Wef0alTJ2JjYznppJPo06cPO3fuzNXGokWL6NixI7GxscTGxtKhQwcWLlxY4D4450hLSyMxMZEqVaqQkpJCenr6IR4JERERKUiZTpZERIpi9uzZ9OvXj7lz5/Lhhx9SqVIlOnbsyLZt2w6o+5///IeFCxeSmJh4wLIFCxbQuXNnUlJSmD9/PkuWLGHQoEFEREQAsH79ejp27Ei9evVYsGAB7777Lunp6aSmpoba2LlzJxdccAGJiYnMnz+fefPmUbNmTbp06cKOHTvy3YcxY8bwyCOP8MQTT7Bo0SJq1KhBp06dClxHREREDpFzLt+HtzhYdna2e/jhh139+vVdZGSkO/nkk92QIUOcc859+eWXrkOHDi4qKspVq1bN9ezZ0/3888+hdXv27OkuuuiiXO0NHz7cNW3a9IA6Y8eOdYmJiS42Ntalpqa6Xbt2hZYDuR6rV6/O1WZB8YuI5NixY4erUKGCmzFjRq7yNWvWuMTERLds2TJXt25d99BDD+Va3rZtW3f33Xfn2+4zzzzjTjrpJLdv375Q2ZdffukA9/333zvnnFu0aJED3KpVq0J1Vq1a5QC3aNGiwHazs7NdQkKCGzlyZKhs9+7dLiYmxj399NOF3/ES4n8WF/j/TXl9/OEPfziMI3tk/Pjjj+7HNm3cwhYt3Pdnnhl6/rFNG/fjjz+WdngiIsUOWOzy+Zwucs/S3XffzYgRI7jrrrtIT09n6tSp1K5dm127dtGlSxdiYmJYuHAhr7/+OnPnzuW666475G18+umnfP3117z//vu8+uqrvP766zz++OMAPP7447Rt25ZevXqRkZFBRkYGtWvXLuruiEg5tmPHDrKzs6lWrVqobN++fVx11VUMGzaMxo0bH7DOpk2bQr1A55xzDjVq1ODcc8/lgw8+CNXJysoiIiKCihUrhsqqVKkCwJw5cwBo2LAhcXFxPP/882RlZZGVlcU///lP6tSpQ9OmTQPjXb16NRs2bKBz58652m3fvj1z5849vIMhIiIiIUVKlnbu3Mljjz3GAw88wHXXXUf9+vVp27Yt/fr1Y9KkSezatYuXX36Z5s2b88c//pFnn32W1157jRUrVhzSdo4//niefvppGjduTOfOnenevXvoi8gJJ5xAZGQk0dHRJCQkkJCQkOsLiYhIYQ0YMIAzzjiDtm3bhsqGDx9O9erVuemmmwLXWbVqVajeddddx8yZMzn33HPp0qULX3zxBQDnn38+W7Zs4YEHHmDv3r1s376dIUOGAJCRkQFA1apVmT17Nv/+97+Jjo4mOjqaV199lVmzZoUSq7w2bNgAQHx8fK7y+Pj40DIRERE5fEVKlpYtW0ZWVhYdOnQ4YNk333zDaaedRtWqVUNl7dq1o0KFCixbtuyQttOkSZNcCVBiYiKbNm0qSsgiIoFuu+025syZw7Rp00KfN7Nnz2bChAk8//zz+a6XnZ0NeJM/XHfddbRo0YJRo0bRqlUrnn76aQCaNm3KxIkTGTt2LFWqVCEhIYHk5GTi4+OpUMH7+N2zZw/XXXcdbdq0Yf78+fzvf/+jRYsWdOvWjV27dh3hvRcREZGClOgED2bmbbRChZx7okJ+++23A+rn3CQdvn7OFxQRkcN16623MnnyZD788EPq1asXKp89ezYZGRnUrFmTSpUqUalSJX744QfuvPNOatWqBUDNmjUB76JOuCZNmrB27drQ6x49erBhwwbWr1/P1q1bSUtLY/PmzaHtTZo0iZUrV/Liiy/SqlUr2rRpw6RJk1i7di2vv/56YNwJCQkAbNy4MVf5xo0bQ8tERETk8BUpWWrcuDGVK1fONTY/fNlXX32Va0amuXPnkp2dHRr3HxcXFxqCkmPp0qWHHEdkZCT79+8/5PVERAYMGBBKlBo1apRrWb9+/fjyyy9ZunRp6JGYmMitt94a+txLSkoiMTGR7777Lte6y5cvp27dugdsLz4+npiYGF599VWioqLo1KkTALt378bMQj1N4F1QKujiUHJyMgkJCcyaNStUlpmZyaeffkq7du2KdkBERETkAEVKlqpWrcqAAQO46667ePHFF1m5ciULFy7kqaee4uqrryY6Opprr72Wr776ik8++YQbb7yRSy+9lPr16wPeOP7PP/+cF154gRUrVjBmzBj+97//HXIcSUlJLFy4kDVr1rBlyxb1OolIofTv358XX3yRSZMmUa1aNTZs2MCGDRtCv39Uo0YNmjVrlusRERFBQkICDRs2BLye7jvuuIN//OMfTJ06lRUrVjBq1Cjmz5/PjTfeGNrWk08+yZIlS1i+fDnjxo3j5ptvZvTo0cTGxgLQqVMnfv31V/r168c333xDeno6vXr1omLFipx//vkA/PTTTzRq1CjU02RmDBw4kAcffJDXXnuNr7/+mtTUVGJiYujRo0dJHkoREZFjWqWirjh69GiqVavGiBEjWLduHfHx8Vx77bVER0czc+ZMBg4cyFlnnUVUVBTdunULzWIH0KVLF4YPH87QoUPZvXs3V199Nf369WPGjBmHFMOgQYPo2bMnTZo0Yc+ePaxevfPTAscAACAASURBVJqkpKSi7pKIlBPjx48HOOC+y+HDh5OWllbodgYOHEhWVha33347W7dupWnTprzzzjucfvrpoToLFy5k+PDh7Ny5k0aNGvHMM89wzTXXhJY3atSIN998k/vuu4+2bdtiZpxxxhm88847oSF/v/32G9999x2//PJLaL3BgwezZ88e+vfvz/bt22ndujXvvfdervtFRURE5PBY3nuHci00cwUtP9qZ2QH3RomISMnyP4uttOM4GrVs2dItXry4tMPIZd26ddC9OxlZWVQzY7tzVDMjKjISpk4NJfEiIscKM1vinGsZtKxEJ3gQEREREREpK5QsiYiIiIiIBFCyJCIiIiIiEkDJkoiIiIiISAAlSyIiIiIiIgGULImIiIiIiARQsiQiIiIiIhJAyZKIiIiIiEgAJUsiIlKumdkLZrbJzL4OWHa7mTkzq+6/NjP7h5mtMLMvzezMsLo9zex7/9GzJPdBRESODCVLIiJS3k0ALshbaGa1gc7A2rDiC4EG/qMP8JRf90RgONAaOAsYbmbVjmjUIiJyxClZEhGRcs059wmwLWDRY8BgwIWVdQNecp75QKyZ1QS6ALOcc9ucc9uBWQQkYCIiUrYoWRIREcnDzLoBPznnvsiz6GTgx7DX6/yy/MpFRKQMq1TaAYiIiBxNzCwauBtvCN6RaL8P3hA+6tSpcyQ2ISIixUQ9SyIiIrmdAiQDX5jZGqAW8JmZJQA/AbXD6tbyy/IrP4Bz7lnnXEvnXMu4uLgjEL6IiBQXJUsiIiJhnHNfOedqOOeSnHNJeEPqznTObQBmANf6s+K1AX5xzmUAM4HOZlbNn9ihs18mIiJlmJIlEREp18xsMjAPaGhm68zs+gKqvw2sAlYA/wT6ATjntgEjgEX+4+9+mYiIlGEF3rMUFRWVbWZlNqGKiorCzEo7DBGRci0qKiq7tGMoiHPuqoMsTwr72wH986n3AvBCsQYnIiKlqsBkKTMzs4L3/0LZZGaU5fhFRI4FZfmim4iIlG/6D0xERERERCSAkiUREREREZEASpZEREREREQCKFkSEREREREJoGRJREREREQkgJIlERERERGRAEqWREREREREAihZEhERERERCaBkSUREREREJICSJRERERERkQBKlkRERERERAIoWRIREREREQmgZElERERERCSAkiURkQD79+/nnnvuITk5maioKJKTkxk2bBj79u0L1Xnttdfo0qULcXFxmBmzZ88+oJ2UlBTMLNfjyiuvLHQckydPxsy4+OKLc5WnpaUd0G5CQkKR91dEREQOVKm0AxARORo9+OCDjBs3jokTJ9K8eXO+/PJLevbsSeXKlbnnnnsA2LVrF+3ateOvf/0r1157bb5t9erVi1GjRoVeV6lSpVAxrFq1ijvuuINzzz03cHnDhg1zJWgVK1YsVLsiIiJSOEXqWUpJSeGmm27i9ttv58QTTyQuLo7HH3+crKws+vfvT2xsLHXq1OHll18OrfPTTz9x5ZVXUq1aNapVq8ZFF13E999/H1q+cuVKunXrRkJCAscddxxnnnkmb731Vq7tJiUlMXLkSG688UaOP/54atWqxUMPPVTEXRcRyd/cuXPp2rUrXbt2JSkpiT//+c/8+c9/ZsGCBaE611xzDcOHD+fCCy8ssK3o6GgSEhJCjxNOOOGg2//tt9+46qqruP/++6lXr15gnUqVKuVqNy4u7tB2UkRERApU5GF4r7zyClWrVmXBggUMGTKEgQMHcskll3DqqaeyePFievbsyQ033EBGRga7d+/mvPPOIyoqio8//ph58+ZRs2ZNOnbsyO7duwHYuXMnF154IbNmzeKLL77gsssu49JLL+Xbb7/Ntd3HHnuM5s2b89lnn3HnnXcyePBg5s2bd3hHQUQkj3POOYePPvoo9Bm0bNkyPvzwQ/70pz8dcltTpkyhevXqNG3alEGDBrFjx46DrjN06FCSkpLo2bNnvnVWrVpFYmIiycnJXHnllaxateqQYxPJkZ2dzbp168jIyMCVdjAiIkcJcy7/j0Qzc0HLU1JSyMrKCiUpzjlq1KhB27ZtmTFjBuBdFT3uuOOYNGkSv/76K6NHj2b58uWYGeDdD1CjRg2eeuop/vKXvwRuv02bNlx88cUMGzYM8HqW2rZty+TJk0N1GjRoQM+ePUN18sRPQfsnIpIf5xzDhg1j9OjRVKxYkX379jF06FBGjhx5QN0tW7YQFxfHRx99REpKSq5lzz77LHXr1iUxMZH09HTuuusuGjRowHvvvZfvtt977z369OnD0qVLiY2NJTU1lS1btuTqbX/nnXfYsWMHjRo1YtOmTYwcOZJvv/2W9PR0TjrppGI7DsXB/yy20o7jaNSyZUu3ePHi0g4DwEuUunVj4969NIqMZLtzVDMLPUdFRsLUqdSqVau0QxURKVZmtsQ51zJoWZHvWTrttNPCN0CNGjVo3rx5qCwiIoJq1aqxadMm0tPTWb16NVWrVs3Vxu7du1m5ciXgjf2/7777eOutt8jIyOC3334jMzMz13bybhcgMTGRTZs2FXU3REQCvfrqq7z00ktMmjSJpk2bsnTpUgYMGEBycjLXX399odvp06dP6O/mzZtTr149WrduzWeffcaZZ555QP3NmzeTmprK5MmTiY2NzbfdvEP/2rRpQ7169Zg4cSK33XZboeMTCVczMhJ0kVFEJKTIyVJERESu12YWWJadnU12djZnnHEGU6ZMOaCdE088EYBBgwbx7rvv8vDDD9OgQQOio6O59tpr2bt370G3m52dXdTdEBEJdMcddzBo0KDQzHXNmzfnhx9+YPTo0YeULOXVsmVLKlasyPfffx+YLKWnp5ORkUGHDh1CZTmfcZUqVSI9PZ2GDRsesF5MTAxNmzbNdS+oSHHKdo6NGRmAd6GyQgVNqCsix74SmQ3vzDPPZPLkyVSvXj3fK6Vz5szh2muv5bLLLgMgMzOTlStXcuqpp5ZEiCIiuezevfuA2eUqVqx42BdnvvrqK/bv30/NmjUDl7dq1YqvvvoqV9mwYcPYvn0748aNIzk5OXC9zMxMvv32W84777zDik8kPxv37iXr+uvJiIiA6dM1HE9EyoUSSZauvvpqHn74Ybp168bf//536tSpw48//sj06dPp27cvDRo04NRTT+X111+nW7duREREcN9995GZmVkS4YmIHKBr16488MADJCcn07RpUz7//HMeffTRXFOEb9u2jbVr1/Lzzz8DsGLFCmJjY0Oz061cuZJXXnmFP/3pT1SvXp1ly5Zx++2306JFC84+++xQOx06dOCss85i9OjRHHfccTRr1ixXLLGxsezbty9X+aBBg+jatSt16tRh06ZNjBgxgl27dhU4IYTI4UqIiPDuXRIRKSdKpA89OjqaTz75hHr16tG9e3caNWpEz5492b59O9WqVQPg0UcfpUaNGpx77rlceOGFtGnTJt/fFhEROdKeeOIJLr/8cvr160fjxo25/fbb6d27N/fff3+ozowZM2jRokWoN6d37960aNGCp59+GoDIyEg++OADunTpQsOGDbnlllvo3Lkz77//fq5eq5UrV5LhD28qrHXr1nHVVVfRsGFDLr30UipXrsz8+fOpW7duMey9iIiIQBFnwysrNBueiEjp02x4+TvaZsOje3cysrJyzYKnWfFE5FhX0Gx4ujtTREREREQkgJIlERERERGRAEqWREREREREAihZEhERERERCaBkSUREREREJICSJRERERERkQBKlkRERERERAIoWRIREREREQmgZElERERERCSAkiURESnXzOwFM9tkZl+HlT1kZt+a2Zdm9rqZxYYtu8vMVpjZd2bWJaz8Ar9shZkNKen9EBGR4qdkSUREyrsJwAV5ymYBzZxzpwHLgbsAzKwJcCXQ1F9nvJlVNLOKwDjgQqAJcJVfV0REyjAlSyIiUq455z4BtuUpe885t89/OR+o5f/dDZjinMtyzq0GVgBn+Y8VzrlVzrm9wBS/roiIlGFKlkRERAp2HfCO//fJwI9hy9b5ZfmVH8DM+pjZYjNbvHnz5iMQroiIFBclSyIiIvkws6HAPuCV4mrTOfesc66lc65lXFxccTUrIiJHQKXSDkBERORoZGapwMVAB+ec84t/AmqHVavll1FAuYiIlFHqWRIREcnDzC4ABgN/ds7tDls0A7jSzCqbWTLQAFgILAIamFmymUXiTQIxo6TjFhGR4lVgz1JUVFS2mZXZhCoqKgozK+0wRETKtaioqOzSjqEgZjYZSAGqm9k6YDje7HeVgVn+/yPznXN9nXPpZvZvYBne8Lz+zrn9fjs3AzOBisALzrn0Et8ZEREpVgUmS5mZmRV+H3lQ9pgZZTl+EZFjwdF+0c05d1VA8fMF1L8fuD+g/G3g7WIMTUREStlR/R+YiIiIiIhIaVGyJCIiIiIiEkDJkoiIiIiISAAlSyIiIiIiIgH0O0siIiJSaNnOsTEjI/Q6MTGRChV07VVEjk1KlkRERKTQNu7dS9b118Nxx5Gxdy9Mn06tWrVKOywRkSNCyZKIiIgckoSICGpFRZV2GCIiR5z6zUVERERERAIoWRIREREREQmgZElERERERCSAkiUREREREZEASpZEREREREQCKFkSEREREREJUKrJUrNmzUhLSyvNEERERERERAIVe7I0YcIEYmJiirtZEZESl5GRQc+ePYmLiyMqKoomTZrw8ccfh5Y750hLSyMxMZEqVaqQkpJCenp6rjY+++wzOnXqRGxsLCeddBJ9+vRh586dB932+PHjSU5OJioqij/84Q98+umnoWVr1qzBzAIfDz30UPEdABERkXJOw/BERAL8/PPPnH322Tjn+O9//8s333zDE088QY0aNUJ1xowZwyOPPMITTzzBokWLqFGjBp06dWLHjh0ArF+/no4dO1KvXj0WLFjAu+++S3p6OqmpqQVu+9VXX2XAgAHcfffdfP7557Rr144LL7yQtWvXAlC7dm0yMjJyPcaPH4+Zcfnllx+xYyIiIlLeFDlZ+uSTT2jTpg0xMTGccMIJnHXWWTz55JP06tWLXbt2ha5y5gyz27RpE926daNKlSrUrVuXF154obj2QUSk2I0ZM4aaNWvy0ksvcdZZZ5GcnEyHDh1o3Lgx4PUqjR07liFDhnDZZZfRrFkzJk6cyI4dO5g0aRIAb731FhUqVGD8+PE0bNiQVq1a8fTTTzNt2jRWrFiR77YfffRRUlNT6d27N40bN+aJJ56gZs2aPPXUUwBUrFiRhISEXI/XXnuNjh07kpycfOQPjoiISDlRpGRp3759dOvWjXPOOYcvvviCBQsWMHDgQM4991zGjh1LdHR06GrnoEGDAEhNTWXFihW8//77vPHGG7z00kusWbOmOPdFRKTYvPHGG7Ru3ZorrriCGjVqcMYZZ/Dkk0/inANg9erVbNiwgc6dO4fWqVKlCu3bt2fu3LkAZGVlERERQcWKFXPVAZgzZ07gdvfu3cuSJUtytQvQuXPnULt5rVq1ig8++IA+ffoUfYdFRETkAEVKln799Vd+/vlnunbtyimnnEKjRo3o0aMHp59+OieccAJmFrraGRMTw/Lly3nnnXd49tlnOfvss2nRogUTJ05kz549xb0/IiLFYtWqVYwfP5569eoxc+ZMBgwYwJAhQxg3bhwAGzZsACA+Pj7XevHx8aFl559/Plu2bOGBBx5g7969bN++nSFDhgDe/VBBtmzZwv79+wtsN6/nnnuOuLg4unXrVvQdFhERkQMUKVk68cQTSU1NpUuXLlx00UU8+uijobH0Qb755hsqVKjAWWedFSqrW7cuiYmJRdm8iMgRl52dzZlnnsno0aNp0aIFvXr14pZbbgklS4XRtGlTJk6cyNixY6lSpQoJCQkkJycTHx9PhQrFc8vovn37ePHFF+nZsycRERHF0qaIiIh4ivy/9YsvvsiCBQto3749M2bMoGHDhsycObPAdcysqJsTESlRNWvWpEmTJrnKGjduHLowlJCQAMDGjRtz1dm4cWNoGUCPHj3YsGED69evZ+vWraSlpbF582bq1asXuN3q1atTsWLFg7ab480332TDhg3ccMMNh76TIiIiUqDDurR5+umnc+eddzJ79mxSUlKYOHEikZGR7N+/P1e9Ro0akZ2dzcKFC0Nla9euZf369YezeRGRI+bss8/mu+++y1W2fPly6tatC0BycjIJCQnMmjUrtDwzM5NPP/2Udu3aHdBefHw8MTExvPrqq0RFRdGpU6fA7UZGRvKHP/whV7sAs2bNCmz3n//8J3/84x859dRTD3kfRUREpGBFSpZWr17NkCFDmDt3Lj/88AMfffQRX375JU2aNCEpKYnMzExmzZrFli1b2L17Nw0bNuSCCy7gxhtvZN68eSxdupTU1NTQjc4iIkebW2+9lfnz53P//fezYsUKpk6dyj/+8Q/69+8PeD3lAwcO5MEHH+S1117j66+/JjU1lZiYGHr06BFq58knn2TJkiUsX76ccePGcfPNNzN69GhiY2NDdRo1asSTTz4Zen3bbbcxYcIEnnvuOb755hsGDBjA+vXr6du3b64Y165dy8yZM+ndu/cRPhoiIiLlU6WirBQdHc3y5cvp3r07W7ZsIT4+nquvvpo777yTiIgI+vbty1VXXcXWrVsZPnw4aWlpTJgwgd69e3P++edTvXp1hg8fzqZNm4p7f0REikWrVq144403uPvuuxkxYgR16tRhxIgR9OvXL1Rn8ODB7Nmzh/79+7N9+3Zat27Ne++9R9WqVUN1Fi5cyPDhw9m5cyeNGjXimWee4Zprrsm1re+++44tW7aEXl9xxRVs3bqVkSNHkpGRQbNmzXj77bdDvVo5nn/+eU444QQuu+yyI3QUREREyjfLmQY3cKGZK2j50c7MKMvxi4gcC/zPYt20GqBly5Zu8eLFpR0GAOvWrYPu3cnIyqKaGdudK/C5/vHHsy4zE6ZOpVatWqUdvohIkZnZEudcy6BlxTMdk4iIiIiIyDFGyZKIiIiIiEgAJUsiIiIiIiIBlCyJiIiIiIgEULIkIiIiIiISQMmSiIiIiIhIACVLIiIiIiIiAZQsiYiIiIiIBFCyJCIiIiIiEkDJkoiIlGtm9oKZbTKzr8PKTjSzWWb2vf9czS83M/uHma0wsy/N7MywdXr69b83s56lsS8iIlK8lCyJiEh5NwG4IE/ZEOAD51wD4AP/NcCFQAP/0Qd4CrzkChgOtAbOAobnJFgiIlJ2KVkSEZFyzTn3CbAtT3E3YKL/90TgkrDyl5xnPhBrZjWBLsAs59w259x2YBYHJmAiIlLGKFkSERE5ULxzLsP/ewMQ7/99MvBjWL11fll+5Qcwsz5mttjMFm/evLl4oxYRkWKlZElERKQAzjkHuGJs71nnXEvnXMu4uLjialZERI4AJUsiIiIH2ugPr8N/3uSX/wTUDqtXyy/Lr1xERMqwSgUtjIqKyjazMptQRUVFYWalHYaISLkWFRWVXdoxFMEMoCfwgP88Paz8ZjObgjeZwy/OuQwzmwmMCpvUoTNwVwnHLCIixazAZCkzM7OCN/qgbDIzynL8IiLHgqP9opuZTQZSgOpmtg5vVrsHgH+b2fXAD8Bf/OpvA38CVgC7gV4AzrltZjYCWOTX+7tzLu+kEcecbOfYmOHd2pWYmEiFCkf1qRYROWQFJksiIiLHOufcVfks6hBQ1wH982nnBeCFYgztqLdx716yrr+ejIgImD6dWrVqlXZIIiLFSsmSiIiIFFlCRARRkZGlHYaIyBGh/nIREREREZEASpZEREREREQCKFkSEREREREJoGRJREREREQkgJIlERERERGRAEqWRETkmGBmZxemTEREpLCULImIyLHiiUKWiYiIFIp+Z0lERMo0M2sLtAPizOy2sEXHAxVLJyoRETkWKFkSEZGyLhKIwfs/rWpY+a/A5aUSkYiIHBOULImISJnmnPsY+NjMJjjnfijteERE5NihZElERI4Vlc3sWSCJsP/fnHPnl1pEIiJSppVYsmRmTJ06lcsv14gIERE5IqYCTwPPAftLORYRETkGlNhseBkZGXTt2rWkNiciclQYPXo0rVq14vjjjycuLo6uXbvy9ddf56rjnCMtLY3ExESqVKlCSkoK6enpB2172rRpNGnShMqVK9OkSRNef/31I7UbZcU+59xTzrmFzrklOY/SDkpERMquEkuWEhISqFy5ckltTkTkqDB79mz69evH3Llz+fDDD6lUqRIdO3Zk27ZtoTpjxozhkUce4YknnmDRokXUqFGDTp06sWPHjnzbnTdvHldccQVXX301S5cu5eqrr6Z79+4sWLCgJHbraPWmmfUzs5pmdmLOo7SDEhGRsqtIyVJKSgo33XQTt99+OyeeeCJxcXE8/vjjZGVl0b9/f2JjY6lTpw4vv/xyaB0z4z//+Q8Aa9aswcyYNm0anTp1Ijo6miZNmjBr1qzi2SsRkaPEzJkz6dWrF82aNaN58+a8/PLLbN68mf/973+A16s0duxYhgwZwmWXXUazZs2YOHEiO3bsYNKkSfm2O3bsWM477zyGDh1K48aNGTp0KCkpKYwdO7akdu1o1BO4A5gLLPEfi0s1IhERKdOK3LP0yiuvULVqVRYsWMCQIUMYOHAgl1xyCaeeeiqLFy+mZ8+e3HDDDWRkZOTbxtChQ7nlllv44osvaNWqFVdeeSU7d+4sakgiIke9HTt2kJ2dTbVq1QBYvXo1GzZsoHPnzqE6VapUoX379sydOzffdubNm5drHYAuXboUuM6xzjmXHPCoV9pxiYhI2VXkZKlp06akpaXRoEEDbrvtNqpXr05ERAQDBgygfv363HvvvTjnQldPg9x666107dqVBg0aMGrUKLZt28bSpUuLGpKIyFFvwIABnHHGGbRt2xaADRs2ABAfH5+rXnx8fGhZkA0bNhzyOsc6M7s26FHacYmISNlV5NnwTjvttNDfZkaNGjVo3rx5qCwiIoJq1aqxadOmQrWRmJgIUGB9EZGy7LbbbmPOnDnMmTOHihUrlnY4x6JWYX9HAR2Az4CXSiccEREp64qcLEVEROR6bWaBZdnZ2YVqw8wACqwvIlJW3XrrrUyZMoWPPvqIevV+HxmWkJAAwMaNG6lTp06ofOPGjaFlQRISEti4cWOusoOtc6xzzv0t/LWZxQJTSikcERE5BpTYbHgiIuXVgAEDmDx5Mh9++CGNGjXKtSw5OZmEhIRcE9xkZmby6aef0q5du3zbbNu27QGT4syaNavAdcqhXUByaQchIiJlV4n9KK2ISHnUv39/Xn75Zd544w2qVasWuqcoJiaGmJgYzIyBAwcyatQoGjVqxKmnnsrIkSOJiYmhR48eoXY6dOjAWWedxejRowEvAWvfvj0PPPAAl1xyCa+//jofffQRc+bMKZX9PBqY2ZuA819WBBoD/y69iMqPbOfY6E/olJiYSIUKuhYrIscGJUsiIkfQ+PHjAS/ZCTd8+HDS0tIAGDx4MHv27KF///5s376d1q1b895771G1atVQ/ZUrV1K7du3Q63bt2jFlyhSGDRvGvffeyymnnMKrr75K69atj/xOHb0eDvt7H/CDc25daQVTnmzcu5es668nIyICpk+nVq1apR2SiEixMOdc/gvNXEHLj3ZmRlmOX0TkWOB/FlsJbSue3yd6WOicO6pnDWrZsqVbvPjo+CmodevWQffuZGRlUc2M7c4V+Fz/+ONZ9MsvucqiIiNh6lQlSyJSppjZEudcy6Bl6icXEZFjgpn9BVgIdAf+Aiwws8tLNyoRESnLNAxPRESOFUOBVjm9SWYWB7wP/KdUoxIRkTJLPUsiInKsqJBn2N1W9P+ciIgcBvUsiYjIseJdM5sJTPZfXwG8XYrxiIhIGadkSUREyjQzqw/EO+fuMLNLgXP8RfOAV0ovMhERKeuULImISFk3FrgLwDn3GvAagJk195d1Lb3QRESkLNNYbhERKevinXNf5S30y5JKPhwRETlWKFkSEZGyLraAZVVKLAoRETnmKFkSEZGybrGZ9c5baGY3AEtKIR4RETlG6J4lEREp6wYCr5vZ1fyeHLUEIoH/K7WoRESkzFPPkoiIlGnOuY3OuXbAfcAa/3Gfc66tc27D4bRtZreaWbqZ/X979x4fVXXv///1IZlxkLsSSEIQQgW5iReCIFiPFwjiLdQrVhEEpShYEC9FWpVW1KNVaysCgqhAEfBW0WqlqMgBBSQ5UEG5/qDFkEm4KCgeSDCzfn9kZ74ZmISQBCYJ7+fjMY+Zvdbaez4Lhs18Zq299lozm2NmATNLNbMVZrbZzOaZmd9re5K3vdmrb125nomISKwpWRIRkVrBObfIOfe89/ikssczsxbAr4E051xnIA4YADwJ/Mk5dzrwHTDU22Uo8J1X/iev3Qkl5BzBYJDs7GxCoVCswxERqTQlSyIiIqWLB+qaWTxwMhAELgHe9OpnAP291xneNl79pWZmxzHWmMsrKCB/6FCCGRnk5OTEOhwRkUpTsiQiIhKFc2478DSwjaIkaS9F10Ttcc795DXLBlp4r1sA33j7/uS1P/XQ45rZMDPLNLPMnTt3HttOxECiz0eS3x/rMEREqoSSJRERkSjMrAlFo0WpQDJQD7isssd1zk11zqU559ISEhIqezgRETmGlCyJiIhE1xvY6pzb6Zw7CLwN9AIae9PyAFKA7d7r7UBLAK++EbD7+IYsIiJVqcylwwOBQMjMamxCFQgEOMGmi4uIVDuBQKCmXum/DehhZicD+4FLgUxgEXAdMBcYBMz32r/rbS/z6j9xzrnjHbSIiFSdMpOlAwcO1KnJ53kzoybHLyJSG9TUH92ccyvM7E3gf4GfgFXAVOB9YK6ZTfDKpnu7TAdmmdlm4FuKVs4TEZEaTDelFRERKYVz7hHgkUOKtwDnRWl7ALj+eMQlT+TF3wAAIABJREFUIiLHR438tU9ERERERORYU7IkIiIiIiIShZIlERERERGRKJQsiYiIiIiIRKFkSUREREREJAolSyIiIiIiIlEoWRIREREREYlCyZKIiIiIiEgUSpZERERERESiiI91ACIiIhIboVCInJwcAILBIIkxjkdEpLpRsiQiInKCysnJIZiRQZLfT96+fTTx+2MdkohItaJpeCIiIiewJL+flECA5j5frEMREal2KpQsPfHEE3Tr1o2GDRuSkJDAVVddxdq1ayPaDB48GDOLePTo0SOizZgxYzjllFNo2bIls2fPjqh77733uOCCC3DOVSREEZHj6oknnsDMGDlyZLjsoYceon379tSrV48mTZpw6aWX8vnnn4fr//3vfx92nix+/PGPfyzz/RYvXkzXrl0JBAK0adOGKVOmHLO+iYiInKgqlCx9+umn3HXXXXz++ed88sknxMfH07t3b7799tuIdr179yYYDIYfH3zwQbjuvffe47XXXuOf//wnTz31FLfffju7du0C4IcffuCee+5h6tSpmFkluicicuwtX76cqVOn0qVLl4jyM844gxdeeIE1a9awdOlSUlNTueyyy8jLywOgZcuWEefIYDDIpEmTMDOuu+66Ut9v69atXH755fTs2ZNVq1bx4IMPcvfdd/PWW28d036KlFfIOYLBINnZ2YRCoViHIyJSYRW6ZmnBggUR27NmzaJRo0Z89tlnXHXVVeHyk046icTE6JeLrlu3josuuoi0tDTS0tIYPXo0W7dupWnTpowbN45bbrmFjh07ViQ8EZHjZu/evdx88828/PLL/P73v4+ou+WWWyK2n332WaZPn87q1avp27cvcXFxh50j3377bXr37k1qamqp7zllyhSSk5N5/vnnAejQoQMrVqzg6aef5tprr62inolUXF5BAflDhxL0+WD+fFJSUmIdkohIhVTJNUs//PADoVCIJk2aRJQvXbqUZs2a0a5dO+644w527NgRrjvrrLPIzMzku+++Iysri/3793P66aezfPlyFi1axLhx46oiNBGRY2rYsGFcd911XHzxxWW2KygoYOrUqTRs2JCzzz47apstW7bw8ccfM2zYsDKPtWzZMtLT0yPK+vbtS2ZmJgcPHjy6DogcI4k+H0laMEJEargqSZZGjRrF2Wefzfnnnx8uu+yyy5g5cyYff/wxzzzzDF988QWXXHIJ+fn5QNF/7LfccgvdunVj8ODBzJgxg/r16zNs2DCmTJnCK6+8QocOHejatWvEHH8Rkepi2rRpbN68mQkTJpTa5u9//zv169cnEAjwpz/9iYULF9K8efOobV966SUSEhLIyMgo831zc3MPO0bz5s356aefwtOZRaoDTccTkZqu0kuHjxkzhqVLl7J06VLi4uLC5QMGDAi/PvPMM+natSutWrXi/fff55prrgFg/PjxjB8/Ptzuscceo2fPnjRq1IiHH36Y1atXs2bNGm644Qa2bNmCX79QiUg1sWHDBsaNG8fSpUvxlbGK2MUXX8zq1avZtWsX06ZN44YbbmDZsmUkJSVFtPvpp5945ZVXGDRoUJnHE6lJNB1PRGq6So0s3XPPPcyZM4dPPvmENm3alNk2OTmZlJQUNm3aFLV+48aNTJ8+nSeffJJFixZx4YUXkpSURHp6Ovn5+WzYsKEyoYqIVKlly5axa9cuOnXqRHx8PPHx8SxevJhJkyYRHx8fHkWvV68ep59+Oj169GD69On4fD5eeumlw4733nvvkZuby+23337E905MTAwvElEsLy+P+Ph4mjZtWjUdFKkimo4nIjVZhUeWRo0axbx581i0aBHt27c/Yvtdu3axffv2w35NBXDOMWzYMJ5++mkaNWpEKBQKz7t3znHw4EEKCwsrGqqISJXr378/aWlpEWW33XYbbdu2Zdy4caWOhIdCoXAiVdK0adP4r//6L9q1a3fE9z7//PP529/+FlG2cOFC0tLSNColIiJShSqULI0YMYJZs2bxzjvv0KRJE3JzcwGoX78+9evXZ9++fYwfP55rr72WpKQk/v3vf/Pggw/SrFkzfvGLXxx2vOnTp9OkSZPw9LwLLriAhx9+mKVLl/Kvf/0Ln8/HGWecUYluiohUrcaNG9O4ceOIsnr16nHKKafQuXNnvv/+e5566imuuuoqkpKS2LlzJy+88ALZ2dnccMMNEftt27aNBQsWMHPmzKjvdeuttwKE64cPH87EiRMZPXo0v/rVr/jss8949dVXmTNnzjHoqYiIyImrQsnSpEmTALj00ksjyh955BHGjx9PXFwca9asYebMmezZs4ekpCQuvvhiXn/9dRo0aBCxT15eHhMmTOCzzz4Ll6WlpfHggw/yi1/8ggYNGjBr1izq1q1bkVBFRGIiPj6er776ipdffpndu3dz6qmn0q1bN/7nf/7nsPsxTZ8+nUaNGpW67Pe2bdsitlNTU/nggw+45557mDx5MsnJyfzlL3/RsuEiIiJVzJxzpVeaubLqqzszoybHLyJSG3jnYt1hPIq0tDSXmZkZs/fPzs6G668nJRBg5d69NDHjO+fK9Xx6w4bl3ifg98Mbb2iBBxGplswsyzmXFq2uSpYOFxERERERqW2ULImIiIiIiEShZElERERERCQKJUsiIiIiIiJRKFkSERERERGJQsmSiIiIiIhIFEqWREREREREolCyJCIiIiIiEoWSJRERERERkSiULImIiIiIiEShZElERKQUZtbYzN40s/Vmts7MzjezU8xsoZlt8p6beG3NzP5iZpvN7EszOzfW8YuISOUoWRIRESndn4EPnXPtgbOAdcBY4GPnXFvgY28boB/Q1nsMAyYf/3BFRKQqKVkSERGJwswaARcC0wGccwXOuT1ABjDDazYD6O+9zgBmuiLLgcZmlnScwxYRkSqkZElERCS6VGAn8IqZrTKzl8ysHtDcORf02uQCzb3XLYBvSuyf7ZWJiEgNpWRJREQkunjgXGCyc+4c4Ef+35Q7AJxzDnBHc1AzG2ZmmWaWuXPnzioLVkREqp6SJRERkeiygWzn3Apv+02Kkqe84ul13vMOr3470LLE/ileWQTn3FTnXJpzLi0hIeGYBV+dhJwjGAySnZ1NdnY2oVAo1iGJiJRLfFmVgUAgZGY1NqEKBAKYWazDEBE5oQUCgRr5zdg5l2tm35jZGc65DcClwNfeYxDw397zfG+Xd4GRZjYX6A7sLTFd74SWV1BA/tChUK8ewYICmD+flJSUWIclInJEZSZLBw4cqFM0w6BmMjNqcvwiIrVBTf7RDbgbmG1mfmALcBtFszJeN7OhwH+AG7y2HwCXA5uB//PaiifR5yMlEIh1GCIiR6XMZElERORE5pxbDaRFqbo0SlsHjDjmQYmIyHFTk3/tExEREREROWaULImIiIiIiEShZElERERERCQKJUsiIiIiIiJRKFkSERERERGJQsmSiIjICSYUCpGdnU0wGEQ32BARKZ2WDhcRETnB5OTkEMzIIK+ggCZ+P+j+RyIiUSlZEhEROQEl+f2gG7eLiJRJ0/BERERERESiULIkIiIiIiIShZIlERERERGRKJQsiYiIiIiIRFGhZGn8+PGYWcQjMTExXO+cY/z48SQnJ1O3bl0uuugivvrqq3B9fn4+AwcOpGHDhrRr146PPvoo4vjPP/88v/zlLyvYJRGR4ycYDDJo0CASEhIIBAJ07NiRxYsXh+vffvtt+vbtS0JCAmbGp59+etgx8vPzufvuu2natCn16tXj6quvJjs7+4jvPWnSJFJTUwkEAnTt2pUlS5ZUZddEREROeBUeWTrjjDMIBoPhx5o1a8J1Tz31FM888wzPP/88K1eupFmzZvTp04cffvgBgKlTp5KVlcWyZcsYNmwYv/zlL3HeijzffPMNzzzzDM8991wluyYicmzt2bOHXr164Zzj/fffZ926dTz//PM0a9Ys3ObHH3+kZ8+ePPvss6UeZ/To0bz11lvMmTOHJUuW8P3333PllVdSWFhY6j7z5s1j1KhRjBs3jlWrVtGzZ0/69evHtm3bqrSPIiIiJ7IKLx0eHx8fMZpUzDnHc889x9ixY7n22msBmDFjBs2aNeO1117jV7/6FevWrePqq6+mU6dOtGnThvvvv59du3aRkJDAXXfdxfjx4yO+bIiIVEdPPfUUSUlJzJw5M1yWmpoa0WbgwIEA7Nq1K+ox9u7dy/Tp03nllVfo06cPALNmzaJVq1Z89NFH9O3bN+p+zz77LIMHD+aOO+4AikbkP/zwQyZPnswTTzxR6b6JiIhIJUaWtmzZQnJyMqmpqQwYMIAtW7YAsHXrVnJzc0lPTw+3rVu3LhdeeCGff/45AGeddRZLly5l//79LFiwgKSkJJo2bcrrr7/O/v37GTx4cOV6JSJyHLzzzjt0796dG2+8kWbNmnH22WczceLE8Eh5eWRlZXHw4MGIc2bLli3p0KFD+Jx5qIKCArKysiL2AUhPTy91H5HqJhQKkZ2dTXZ2NqFQKNbhiIhEVaFkqXv37rz66qt8+OGHTJs2jdzcXHr27Mnu3bvJzc0FoHnz5hH7NG/ePFw3ZMgQzjrrLDp27Mhjjz3G66+/zt69exk7dixTpkzh97//Pe3atePCCy9k/fr1leyiiMixsWXLFiZNmkSbNm1YsGABo0aNYuzYsbzwwgvlPkZubi5xcXE0bdo0orzkOfNQu3btorCwsMzzrEh1FXKOYDBIVlYWORkZBDMyyMnJiXVYIiJRVWgaXr9+/SK2e/ToQZs2bZgxYwY9evQ44v4+n++wLxN33HEHw4YNY/369cybN4+srCzmzJnDwIEDWblyZUXCFBE5pkKhEGlpaeFpb+eccw6bNm3ihRdeYOTIkTGOTqR6yisoIH/oUPY4R3u/n4DfH+uQRERKVSVLh9evX59OnTqxadOm8HVMeXl5EW3y8vKiXuMEsHjxYjIzM7nvvvv45JNPuOKKK2jQoAE333wzmZmZ4YUhRESqk6SkJDp27BhR1qFDh6NaZCExMZHCwsLDrmkq65zZtGlT4uLijuo8K1KdJPp8NPf5Yh2GiMgRVUmydODAAdavX09SUhKpqakkJiaycOHCiPolS5bQs2fPw/bNz8/nzjvvZOrUqcTHxxMKhTh48CBQNC8fKHNFKBGRWOnVqxcbNmyIKNu4cSOtWrUq9zG6du2Kz+eLOGdmZ2ezbt26qOdMAL/fT9euXSP2AVi4cGGp+4iIiMjRq1CydN9997F48WK2bt3KihUruO666/jxxx8ZNGgQZsbo0aN58sknefvtt1m7di2DBw+mfv36Ue+d9Oijj9K3b1+6desGwAUXXMBbb73F6tWr+eMf/0inTp1o3Lhx5XopInIM3HPPPSxfvpzHHnuMzZs388Ybb/CXv/yFESNGhNt8++23rF69mrVr1wKwefNmVq9eHb62qFGjRgwdOpQHHniAjz76iFWrVjFw4EC6dOlC7969w8dp3749EydODG+PGTOGV199lZdeeol169YxatQocnJyGD58+HHqvYiISO1XoWuWsrOzuemmm8LLfffo0YPly5eHf0194IEH2L9/PyNGjOC7776je/fu/POf/6RBgwYRx1m7di3z5s1j9erV4bJrrrmGJUuWcPHFF9OiRQtmzJhRie6JiBw73bp145133mHcuHE8+uijnHbaaTz66KPcdddd4Tbvvvsut912W3i7eKnvRx55hPHjxwPw3HPPER8fz4033sj+/fu59NJLmTlzJnFxceH9NmzYEDFV78Ybb2T37t1MmDCBYDBI586d+eCDD45qVEtERETKZmUtcWtm7miWwK1uzOyolvAVEZGq552LLdZxVEdpaWkuMzPzmL9PKBQKrziXnJxc9Pr66wnm59PEjNMbNmTl3r00MeM758r1XFX7BPx+eOMNUlJSjvmfg4hINGaW5ZxLi1ZX4ZvSioiISM2Qk5NDMCOjaGP+/NgGIyJSgyhZEhEROQEkaYluEZGjViWr4YmIiIiIiNQ2GlkSERE5QYScIy8YBEB35BIROTIlSyIiIrVU8cIOwWCQRCCvoID8oUPZ4xxNNC1PROSIlCyJiIjUUsULO+QVFISTo0Sfj5O0UqyISLkoWRIREanFkvx+UHIkIlIhWuBBREREREQkCo0siYiISMwdeuPcOnX0e66IxJ6SJREREYmZ4hX6gsEgbvhwDGD+fFJSUmIdmoiIkiURERGJnZIr9LX3+wlolT4RqUY0xi0iIlIGM4szs1Vm9ndvO9XMVpjZZjObZ2Z+r/wkb3uzV986lnHXJIk+H819vliHISJyGCVLIiIiZRsFrCux/STwJ+fc6cB3wFCvfCjwnVf+J6+diIjUYEqWRERESmFmKcAVwEvetgGXAG96TWYA/b3XGd42Xv2lXnsREamhlCyJiIiU7jngASDkbZ8K7HHO/eRtZwMtvNctgG8AvPq9XnsREamhlCyJiIhEYWZXAjucc1lVfNxhZpZpZpk7d+6sykOLiEgVK3M1vEAgEDKzGptQBQIBNANCRCS2AoFA6MitqqVewNVmdjkQABoCfwYam1m8N3qUAmz32m8HWgLZZhYPNAJ2H3pQ59xUYCpAWlqaO+a9EBGRCiszWTpw4EAd52ruedzMqMnxi4jUBjX1Rzfn3IPAgwBmdhFwn3PuZjN7A7gOmAsMAuZ7u7zrbS/z6j9x+k9IRKRGq5H/gYmIiMTQb4AxZraZomuSpnvl04FTvfIxwNgYxSciIlVEN6UVERE5Aufcp8Cn3ustwHlR2hwArj+ugdVioVCInJyc8HZycjJ16ug3XhE5vpQsiYiISLWTk5NDMCODJL+fYEEBzJ9PSkpKrMMSkROMkiURERGplpL8flICgViHISInMCVLIiIitUzxFLZgMEhirIM5SiHnyAsGAWpc7CJS+yhZEhERqWWKp7DlFRTQxO+PdThHJa+ggPyhQ9njXFHsGlkSkRhSsiQiIlILJfn9UENXLk/0+TiphsYuIrWLlpURERERERGJQiNLIiIiUq2VvI5JS4iLyPGks42IiIhUa8XXMQUzMiLuvSQicqxpZElERESqvUSfj0ANW6xCRGo+jSyJiIiIiIhEoWRJREREREQkCiVLIiIiIiIiUVQoWWrdujVmdtjjiiuuAGD8+PGH1SUmRt6H++mnn6ZZs2Y0a9aMZ555JqJu1apVtG/fnv3791ewWyIilfPDDz8wevRoWrVqRd26denZsycrV64M1+fl5TF48GCSk5M5+eSTueyyy9i0aVPEMfLz87n77rtp2rQp9erV4+qrryY7O7vM9z3S+RXKd44Vqc1CoRDZ2dlkZ2cTCoViHY6I1GIVWuBh5cqVFBYWhreDwSBdu3blhhtuCJedccYZfPrpp+HtuLi48Osvv/yShx9+mL///e8457jyyitJT0/nzDPPpLCwkDvuuIOJEydSt27dioQnIlJpt99+O19++SUzZswgJSWFv/71r/Tu3Zuvv/6a5ORk+vfvT506dXjnnXdo1KgRzz77bLi+Xr16AIwePZr58+czZ84cTj31VMaMGcOVV15JVlZWxDmxpPKcX6Hsc6xIbZeTk0MwI6NoY/58UlJSYhuQiNRaFUqWEhISIranT59Ow4YNI/4zj4+PL/WXzvXr19OlSxcuueQSALp06cL69es588wzee655+jcuTO9e/euSGgiIpW2f/9+3nrrLd566y0uuugioGg057333mPy5MnceuutLF++nNWrV3PWWWcBMHnyZBITE5kzZw633347e/fuZfr06bzyyiv06dMHgFmzZtGqVSs++ugj+vbtG/W9y3N+hbLPsSIngiStjCcix0Glr1lyzjF9+nRuueWWiJGgLVu2kJycTGpqKgMGDGDLli3hujPPPJONGzeybds2/vOf/7Bx40Y6d+7M1q1bmThx4mHT8kREjqeffvqJwsJCAoFARHndunVZunQp+fn5ABH1derU4aSTTmLp0qUAZGVlcfDgQdLT08NtWrZsSYcOHfj888/LFUdp51co+xwrUluFnCMYDBIMBnGxDkZETgiVTpYWLlzI1q1bueOOO8Jl3bt359VXX+XDDz9k2rRp5Obm0rNnT3bv3g1Ahw4dePzxx+nTpw/p6ek88cQTdOjQgTvvvJMJEyawZMkSunTpQufOnXnnnXcqG6KIyFFp0KAB559/PhMmTGD79u0UFhby17/+lWXLlhEMBmnfvj2nnXYa48aN49tvv6WgoIAnn3yS7OxsgsEgALm5ucTFxdG0adOIYzdv3pzc3NxyxRHt/ApHPseK1FbFN6fNGzKE/IKCWIcjIieASt+Udtq0aXTr1i08FQWgX79+EW169OhBmzZtmDFjBmPGjAFg+PDhDB8+PNxm9uzZAPTp04d27dqxbNkyQqEQvXr1YuPGjTRr1qyyoYqIlNusWbMYMmQIKSkpxMXFce6553LTTTeRlZWFz+fj7bffZujQoZx66qnExcXRu3dv+vXrh3NV93t3tPMrlO8cK1JbJfp8nFSF/85ERMpSqZGlHTt2MH/+/MN+9TxU/fr16dSp02ErRRXbvXs3v/vd75gyZQrLly+nbdu2dOjQgU6dOtG2bVtWrFhRmTBFRI7az372MxYvXsy+ffv45ptv+OKLLzh48CBt2rQBoGvXrqxevZo9e/YQDAb58MMP2b17d7g+MTGRwsJCdu3aFXHcvLy8cl1rVN7zKxz5HCsiIiIVU6lk6dVXX+Wkk07ipptuKrPdgQMHWL9+PUlJSVHrx4wZw913303r1q0JhUIcPHgwXFdQUBCxMpSIyPFUr149kpKS+O6771iwYAEZxStweRo1akRCQgKbNm0iMzMzXN+1a1d8Ph8LFy4Mt83OzmbdunX07NnziO9b3vMrHPkcKyIiIhVT4Wl4zjleeuklBgwYQP369SPq7rvvPq666ipOO+00duzYwaOPPsqPP/7IoEGDDjvORx99xNdff83LL78MQLdu3diwYQPvvvsuzjk2bNjAeeedV9EwRUQqZMGCBYRCIdq3b8/mzZu5//77ad++PbfddhsAb7zxBk2bNqVVq1asWbOGUaNG0b9///CCDo0aNWLo0KE88MADNGvWLLx0eJcuXSJW+2zfvj0jR45k5MiR4bKyzq9wdOdYERERqbgKJ0uffvopmzZt4q9//ethddnZ2dx0003s2rWLhIQEevTowfLly2nVqlVEu/379zNixAjmzp0bvkdIixYtmDJlCnfeeSfOOV588UWSk5MrGqaISIXs3buXBx98kOzsbE455RSuvfZaHnvsMXw+H1B0/6MxY8aQl5dHUlISt956Kw899FDEMZ577jni4+O58cYb2b9/P5deeikzZ86MuCfShg0bDpuqV9b5Fcp/jhUREZHKsbIuRjYzV5UXKx9vZlalF1uLiMjR887FFus4qqO0tDSXmZlZ5cfNzs6G668nmJ9PEzO+c67M59MbNmTl3r3lalud9gn4/fDGG7oprYhUipllOefSotVVejU8ERERkVgIOUeet1x/cnIydepU+o4oIiIRdFYRERGRGqn4vkvBjAxycnJiHY6I1EIaWRIREZEaK9HnK5qOB4RCoYikSaNNIlJZSpZERESkRiuejhcMBnHDh5Ps9xMsKID583U9k4hUipIlERERqdGKp+PtcY72fj8pgUCsQxKRWkLJkoiIiNR4iT4fJ2kFXBGpYprIKyIiIiIiEoWSJRERERERkSiULImIiIiIiEShZElERERERCQKLfAgIiIitVbJey/pvksicrR0xhAREYnCzFqa2SIz+9rMvjKzUV75KWa20Mw2ec9NvHIzs7+Y2WYz+9LMzo1tDwQgJyeHYEYGwYyMiBvWioiUh5IlERGR6H4C7nXOdQR6ACPMrCMwFvjYOdcW+NjbBugHtPUew4DJxz9kKRZyjqB3o9pEv58kvz/WIYlIDaRpeCIiIlE454JA0Hv9g5mtA1oAGcBFXrMZwKfAb7zymc45Byw3s8ZmluQdR46zkjeqbeL3E1CyJCIVoGRJRETkCMysNXAOsAJoXiIBygWae69bAN+U2C3bK1OyFCMlb1Qbco68YNFfha5dEpHy0plCRESkDGZWH3gLGO2c+75knTeK5I7yeMPMLNPMMnfu3FmFkUpZikeadO2SiByNMkeWAoFAyMxqbEIVCAQws1iHISJyQgsEAqFYx1BRZuajKFGa7Zx72yvOK55eZ2ZJwA6vfDvQssTuKV5ZBOfcVGAqQFpa2lElWlI5iT6fpuOJyFEpM1k6cOBAHedq7nnczKjJ8YuI1AY19Uc3K/q1bTqwzjn3bImqd4FBwH97z/NLlI80s7lAd2CvrleqWbTMuIgcStcsiYiIRNcLGAisMbPVXtk4ipKk181sKPAf4Aav7gPgcmAz8H/Abcc3XCmPsq5dKl5mHID580lJSYlFiCJSjShZEhERicI5txQobS73pVHaO2DEMQ1KKi187ZLPFzUh0hLjIlKSkiURERE5oejaJREpL03GFRERERERiUIjSyIiInLC0X2XRKQ8dGYQERGRE47uuyQi5aGRJRERETkh6dolETkSJUsiIiJywio5HS8YDJJI6UsgisiJR8mSiIhILVDyhqrFX/rlyIqn41GvHnn79tHE79dok4iEKVkSERGpBYpvqJrk94e/9Ev5JPp8pAQCBPPzYx2KiFQzSpZERERqiSS/X1/6q4BWyhORYkqWREREREoonpq3PT6e4IsvkpSUpKRJ5ASlf/UiIiIih0j0+agDWl5c5ASnZElEJIrx48djZhGPxMTIS+Y3btzINddcQ+PGjTn55JM599xzWbduXUSbL774gj59+lC/fn0aNGhAz5492bVr12Hvd+DAAc466yzMjMzMzCPGN2nSJFJTUwkEAnTt2pUlS5ZUrsMiElWiz0dzn49gMEh2djahUCjWIYnIcaRkSUSkFGeccQbBYDA2WqtLAAASIUlEQVT8WLNmTbhu69at9OrVi9TUVD755BPWrl3LhAkTqF+/frjNihUrSE9P56KLLmL58uVkZWVx33334fP5Dnuv++67j5SUlHLFNW/ePEaNGsW4ceNYtWoVPXv2pF+/fmzbtq3ynRaRw+gGtiInrgolSxdddBF33nkn9957L6eccgoJCQn8+c9/Jj8/nxEjRtC4cWNOO+00Zs2aFd5n7NixnHHGGdStW5fWrVvzwAMPcODAAQCcc/Tp04fevXvjnANg3759tG3blhEjRlRBN0VEjl58fDyJiYnhR0JCQrjut7/9Lenp6TzzzDOce+65tGnThssvv5yWLVuG29xzzz2MGDGC3/72t3Tu3Jl27dpxzTXX0KhRo4j3mT9/PosWLeLpp58uV1zPPvssgwcP5o477qBDhw48//zzJCUlMXny5KrpuIgcJtHnI8lbYTAUCpGdnU12djbbtm1j27ZtGnUSqaUqPLI0e/ZsGjRowIoVKxg7diyjR4+mf//+tGvXjszMTAYNGsTtt99O0FtNpl69erz88susW7eOSZMmMXfuXB577DEAzIwZM2awevXq8JeFX//61/j9/nJ/eRARqWpbtmwhOTmZ1NRUBgwYwJYtW4CiL0rvvfceHTt25LLLLiMhIYFu3boxb9688L47duxg2bJlJCUlccEFF9CsWTN+/vOf8/HHH0e8R3Z2NnfeeSevvfYadevWPWJMBQUFZGVlkZ6eHlGenp7O559/XgW9FpHShJwjGAySlZVFTkYGXH89X15xBduuvFKjTiK1VIWTpU6dOjF+/Hjatm3LmDFjaNq0KT6fj1GjRnH66afz8MMP45zjs88+A+Chhx6iV69etG7dmssvv5xx48YxZ86c8PGSk5N56aWX+N3vfsdDDz3E7Nmzy/3lQUSkqnXv3p1XX32VDz/8kGnTppGbm0vPnj3ZvXs3O3bsYN++fTz++OOkp6ezcOFCbrrpJm6++Wbef/99gHBi9cgjjzBkyBAWLFjAz3/+c/r27cu//vUvAAoLC7n55pu59957Oeuss8oV165duygsLKR58+YR5c2bNyc3N7cK/wRE5FDF0/HyhgzhFCAlEKC5zxcx6lSs5OiTRpxEaq4KLx3epUuX8Gszo1mzZpx55pnhMp/PR5MmTdixYwcAb775Js899xybN29m3759FBYWUlhYGHHM/v3788tf/pIJEybw1FNPlfvLg4hIVevXr1/Edo8ePWjTpg0zZsxgwIABAGRkZDBmzBgAzj77bDIzM5k4cSJXXHFF+MvRr371K4YMGQLAOeecw6JFi5gyZQqTJ0/m8ccfx+/3h48hItVfos/HSd4lAyUV35up+N9+Xl4ebvhwDGD+/HJfkygi1UuFR5YOvUDZzKKWhUIhli9fzoABA+jbty/vvfceq1atYsKECRw8eDCi/YEDB1i5ciVxcXFs3ry5oqGJiFS5+vXr06lTJzZt2kTTpk2Jj4+nY8eOEW06dOgQXmQhKSkJ4LA2HTt2DLf5+OOP+eSTT/D5fMTHx3P66acDRYnZzTffHDWOpk2bEhcXR15eXkR5Xl7eYav1icjxUzzqVDwtr3j06dARJxGpWY7LTWk/++wzWrRowUMPPRQu+89//nNYu/vvv5/8/HwWLlxI3759ueKKK7j66quPR4giImU6cOAA69ev5+KLL8bv99OtWzc2bNgQ0Wbjxo20atUKgNatW5OcnBy1TfEo/CuvvMKPP/4YrsvJyaFv377Mnj2bXr16RY3D7/fTtWtXFi5cyPXXXx8uX7hwIddee22V9FVEKqZ41KmJWdTRJxGpeY5LstSuXTu2b9/O7NmzOf/881mwYEHE9UoA//jHP3jxxRdZsmQJ3bt3Z/z48dx+++18+eWX+rVURI67++67j6uuuorTTjuNHTt28Oijj/Ljjz8yaNAgAB544AFuuOEGfv7zn3PJJZewaNEi5s6dyzvvvAMUjazff//9PPLII3Tp0oVzzjmH119/neXLlzNx4kQAUlNTI96zeNnxn/3sZxFTdtq3b8/IkSMZOXIkAGPGjGHgwIGcd9559OrViylTppCTk8Pw4cOP+Z+LiFReKBQKLwaRnJxMnTq6k4tIdXVckqWrrrqK+++/n9GjR7N//37S09P5wx/+wF133QXAzp07ue222/jd735H9+7dgaKlxhcsWMBtt93GBx98gJkdj1BFRICiVepuuukmdu3aRUJCAj169GD58uXhkaP+/fszdepUHn/8cUaNGkXbtm2ZOXMmV1xxRfgYo0ePJj8/n3vvvZfdu3fTqVMn/vGPfxz19ZgbNmyIuJHtjTfeyO7du5kwYQLBYJDOnTvzwQcfhGMTkeotJyeHYEZG0YauZxKp1iqULH366aeHla1du/awspIrMz3xxBM88cQTEfV33nknAAkJCYet4lSnTh0WL15ckfBERCpt7ty5R2wzePBgBg8eXGab3/zmN/zmN78p13u2bt06fK+5kqKV3XXXXeEfnESk+jp04Yc6deoQDAZJ9Psp/hlYI00i1ddxGVkSERERORGFF35wjsZmtK5Xj7x9+2ji9xPwFn/QSJNI9aVkSUREROQYKrnwQ0ogQDA/H/h/o05AxEiTiFQfSpZEREREYqB41GmPcxEjTdGm5WmqnkhsKFkSERERiZFoN7ktnpYXco7giy+SlJREMBjUTW5FYkDJkoiIiEg1cOi0vNz8fPKHDgXvOqf2JUafROT4ULIkIiIiUg0cOi0Pikaeol3nVLy63qHq1Klz2DS9I03hK1lfWhuRE5WSJREREZFqItq0vJIOXV1vzyHPJ/l8h03TK221veIkqXiKX7Lfz/b8/PDUPyVNIkqWRERERGqUkqvrHfpccppeyWQo2n2dipOkHQUFtPf7wyNY+UOHEoySdImciJQsiYiIiNQSJa97KpkMRbuvU56XJJnPF3GMRJ8Pv89H0DuORpjkRKZkSUREpAaLGD2IdTASc8XT9EouClGcDB26gATlmO63PT7+mEzL01LoUlMoWRIREanBSo4SNPH7IRCIdUgSY4cuClEs2gISRzrOd86Ve1pecQJUvPhEtMUmih16HVVycnLEvsXKOobI8aBkSUREpIZLOsIogUixIy0gUdo+xdPyoiUzxWV5eXnhaX+NzfB5o1LNmzc/bJ/i66iccwSDwYgpg6UtWHHoaBRQ7uSsmEa05GgpWRIREakiZnYZ8GcgDnjJOfffMQ5JpEqUtgpf63r1+HLfvnBZ8bS/JmbhUalo++Tt20cTvz/c5tB9oy1YcejNeoGoyVnJKYOHJkelrQwoUholSyIiIlXAzOKAF4A+QDaw0szedc59fSzeT9cqyfEWbRW+4ul+xWVHs8+hbaI5dMGKkjfrLS05K3mdVfGIlQHMnw8UjcSGvBEtOHyEqbTphIBGpU5ASpZERESqxnnAZufcFgAzmwtkAMckWTrsWiWRWujQBStK3qy3tOSsOGkquchFydX9Ejl8AYviqYLFUwSjjVhB0UiW80a2Su5T2rVWUPpUwdKmBGqqYPWiZElERKRqtAC+KbGdDXQ/Hm+ce/Age5wj34zAgQPkHTxIvjftqTzP2kf7VOd9GptF/awf1T4FBRwYOJDvgXy/P9xm58GDHBg4kDVAQyDl5JP5+v/+j3YlfoAobvM90M7bN9o+DYHvvTK/z0fw5ZcBCA4Zwq6DByPKi0e9gkOGFLXxyoBSy6V0x3I6ZZnJUiAQyDOz5mW1qc4CgUDIzJSOi4jEUCAQyIt1DNWJmQ0Dhnmb+8xsQwUP1RTYVTVRVVvqY+1xIvQzso/nnRe9VbTyo2kbW7X177FVaRVlJkv79+/XNGgREZHy2Q60LLGd4pVFcM5NBaZW9s3MLNM5l1bZ41Rn6mPtcSL0U32snTTqIiIiUjVWAm3NLNXM/MAA4N0YxyQiIpWga5ZERESqgHPuJzMbCSygaOnwl51zX8U4LBERqQQlSyIiIlXEOfcB8MFxertKT+WrAdTH2uNE6Kf6WAuZ0x2/RUREREREDqNrlkRERERERKJQsiQiIlLDmNllZrbBzDab2dhYx3M0zOxlM9thZmtLlJ1iZgvNbJP33MQrNzP7i9fPL83s3BL7DPLabzKzQbHoS2nMrKWZLTKzr83sKzMb5ZXXmn6aWcDMvjCzf3l9/L1XnmpmK7y+zPMWO8HMTvK2N3v1rUsc60GvfIOZ9Y1Nj0pnZnFmtsrM/u5t16o+mtm/zWyNma02s0yvrNZ8VitLyZKIiEgNYmZxwAtAP6AjcJOZdYxtVEflVeCyQ8rGAh8759oCH3vbUNTHtt5jGDAZir7IAY9QdNPf84BHir/MVRM/Afc65zoCPYAR3t9RbepnPnCJc+4s4GzgMjPrATwJ/Mk5dzrwHTDUaz8U+M4r/5PXDu/PZQDQiaLPxSTvM16djALWldiujX282Dl3dollwWvTZ7VSlCyJiIjULOcBm51zW5xzBcBcICPGMZWbc+5/gG8PKc4AZnivZwD9S5TPdEWWA43NLAnoCyx0zn3rnPsOWMjhCVjMOOeCzrn/9V7/QNEX7RbUon56se7zNn3ewwGXAG965Yf2sbjvbwKXmpl55XOdc/nOua3AZoo+49WCmaUAVwAvedtGLetjKWrNZ7WylCyJiIjULC2Ab0psZ3tlNVlz51zQe50LNPdel9bXGvNn4E3FOgdYQS3rpzc9bTWwg6Ivx/8fsMc595PXpGS84b549XuBU6nmfQSeAx4AQt72qdS+Pjrgn2aWZWbDvLJa9VmtDC0dLiIiItWGc86ZWa1YqtfM6gNvAaOdc98XDTIUqQ39dM4VAmebWWPgb0D7GIdUpczsSmCHcy7LzC6KdTzH0AXOue1m1gxYaGbrS1bWhs9qZWhkSUREpGbZDrQssZ3ildVked5UHrznHV55aX2t9n8GZuajKFGa7Zx72yuudf0EcM7tARYB51M0Lav4x/iS8Yb74tU3AnZTvfvYC7jazP5N0XTXS4A/U7v6iHNuu/e8g6Kk9zxq6We1IpQsiYiI1Cwrgbbeilx+ii4cfzfGMVXWu0Dx6lmDgPklym/1VuDqAez1pgYtANLNrIl3EXm6V1YteNepTAfWOeeeLVFVa/ppZgneiBJmVhfoQ9G1WYuA67xmh/axuO/XAZ+4opt9vgsM8FaSS6Vo4YAvjk8vyuace9A5l+Kca03Rv7NPnHM3U4v6aGb1zKxB8WuKPmNrqUWf1crSNDwREZEaxDn3k5mNpOiLSBzwsnPuqxiHVW5mNge4CGhqZtkUraD138DrZjYU+A9wg9f8A+Byii6I/z/gNgDn3Ldm9ihFiSPAH5xzhy4aEUu9gIHAGu+aHoBx1K5+JgEzvFXd6gCvO+f+bmZfA3PNbAKwiqKkEe95lpltpmiBjwEAzrmvzOx14GuKVhEc4U3vq85+Q+3pY3Pgb94U0XjgNefch2a2ktrzWa0UK0p4RUREREREpCRNwxMREREREYlCyZKIiIiIiEgUSpZERERERESiULIkIiIiIiIShZIlERERERGRKJQsiYiIiJzgzGzfMTjm2WZ2eYnt8WZ2X1W/j8ixpGRJRERERI6Fsym6J49IjaVkSURERETCzOx+M1tpZl+a2e+9stZmts7MppnZV2b2TzOr69V189quNrM/mtlaM/MDfwBu9Mpv9A7f0cw+NbMtZvbrGHVRpNyULImIiIgIAGaWDrQFzqNoZKirmV3oVbcFXnDOdQL2ANd65a8Av3LOnQ0UAjjnCoCHgXnOubOdc/O8tu2Bvt7xHzEz33HolkiFKVkSERERkWLp3mMV8L8UJTdtvbqtzrnV3ussoLWZNQYaOOeWeeWvHeH47zvn8p1zu4AdQPMqjV6kisXHOgARERERqTYMeMI592JEoVlrIL9EUSFQtwLHP/QY+i4q1ZpGlkRERESk2AJgiJnVBzCzFmbWrLTGzrk9wA9m1t0rGlCi+gegwTGLVOQ4ULIkIiIiIgA45/5J0VS6ZWa2BniTIyc8Q4FpZrYaqAfs9coXUbSgQ8kFHkRqFHPOxToGEREREamhzKy+c26f93oskOScGxXjsESqhOaJioiIiEhlXGFmD1L0vfI/wODYhiNSdTSyJCIiIiIiEoWuWRIREREREYlCyZKIiIiIiEgUSpZERERERESiULIkIiIiIiIShZIlERERERGRKJQsiYiIiIiIRPH/A9FiREYFPepxAAAAAElFTkSuQmCC\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Creating the Training and Validation dataset"
+ ],
+ "metadata": {
+ "id": "SWDdwlq7AitZ"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "id": "PrPhqk6nU8o6"
+ },
+ "outputs": [],
+ "source": [
+ "#splitting the complete dataset in test and training dataset:\n",
+ "x_train, x_test, y_train, y_test = train_test_split(df.review, df.sentiment, test_size=0.30, random_state=2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "id": "EU_5OXNLU8o7"
+ },
+ "outputs": [],
+ "source": [
+ "#converting the sentiments (positive and negatives) to 1 and 0. \n",
+ "y_train = (y_train.replace({'positive': 1, 'negative': 0})).values\n",
+ "y_test = (y_test.replace({'positive': 1, 'negative': 0})).values"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Fitting a Multinomial Naive Bayes model"
+ ],
+ "metadata": {
+ "id": "hkBDF2LbA1g8"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "eRm01RPuU8o8",
+ "outputId": "a9e8a020-ef70-4067-c7b9-36ee90621fe9"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.85 0.88 0.86 7390\n",
+ " 1 0.87 0.84 0.86 7485\n",
+ "\n",
+ " accuracy 0.86 14875\n",
+ " macro avg 0.86 0.86 0.86 14875\n",
+ "weighted avg 0.86 0.86 0.86 14875\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Pipeline for fitting a Multinomial Naive Bayes Model\n",
+ "pipe = Pipeline([(\"vect\", TfidfVectorizer()), ('clf', MultinomialNB())])\n",
+ "pipe.fit(x_train, y_train)\n",
+ "pred = pipe.predict(x_test)\n",
+ "print(classification_report(y_test, pred))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Using GridSearch Cross Validation to find optimal parameters for the Multinomial Naive Bayes model.\n",
+ "#Baseline Model"
+ ],
+ "metadata": {
+ "id": "yTkzATD_cTgq"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "id": "JcjkGISEU8o-"
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import GridSearchCV\n",
+ "\n",
+ "pipe_cv = Pipeline([(\"vect\", TfidfVectorizer()), ('clf', MultinomialNB())])\n",
+ "\n",
+ "parameters = {'vect__binary': [True, False],\n",
+ " 'vect__ngram_range': [(1, 1), (1, 2)],\n",
+ " 'clf__alpha': (1, 0.1)}\n",
+ "\n",
+ "CV_grid_search = GridSearchCV(pipe_cv, parameters, cv= 5)\n",
+ "grid_search_fit = CV_grid_search.fit(x_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Finding the optimal parameters\n",
+ "grid_search_fit.best_params_"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "pFt30eUaBe_X",
+ "outputId": "ef3b294b-89d6-4a9c-b02f-187f870287a6"
+ },
+ "execution_count": 15,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "{'clf__alpha': 0.1, 'vect__binary': True, 'vect__ngram_range': (1, 2)}"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 15
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "fHO2llhDU8o_",
+ "outputId": "323ddc92-30e6-4485-9fd3-0af94dbae399"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.88 0.90 0.89 7390\n",
+ " 1 0.90 0.87 0.88 7485\n",
+ "\n",
+ " accuracy 0.89 14875\n",
+ " macro avg 0.89 0.89 0.89 14875\n",
+ "weighted avg 0.89 0.89 0.89 14875\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "cv_pred = grid_search_fit.predict(x_test)\n",
+ "print(classification_report(y_test, cv_pred))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "GRQWetNmU8o9",
+ "outputId": "ffe1bc1c-2104-48b5-dc68-06ce0b65c594"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ],
+ "source": [
+ "conf_mat = confusion_matrix(cv_pred, y_test)\n",
+ "disp = ConfusionMatrixDisplay(confusion_matrix=conf_mat, display_labels=[1,0])\n",
+ "disp.plot()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Fitting a linear support vector machine (SVM) model"
+ ],
+ "metadata": {
+ "id": "JdaelH4UBLAe"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "id": "NPaIoZfqU8o_"
+ },
+ "outputs": [],
+ "source": [
+ "#Pipeline for fitting a linear support vector machine (SVM).\n",
+ "from sklearn.linear_model import SGDClassifier\n",
+ "\n",
+ "#SGDClassifier, by default fits a linear support vector machine (SVM).\n",
+ "pipe_sgd = Pipeline([(\"vect\", TfidfVectorizer()), ('clf', SGDClassifier())])\n",
+ "\n",
+ "parameters = {'vect__binary': [True, False],\n",
+ " 'vect__ngram_range': [(1, 1), (1, 2)],\n",
+ " 'clf__alpha': (1, 0.1)}\n",
+ "\n",
+ "sgd_grid_search = GridSearchCV(pipe_sgd, parameters, cv= 5)\n",
+ "sgd_grid_search_fit = sgd_grid_search.fit(x_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Finding the optimal parameters\n",
+ "sgd_grid_search_fit.best_params_"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "KCOftHTrCcbh",
+ "outputId": "c7b25e13-3226-4889-bba2-0cde12213d3e"
+ },
+ "execution_count": 19,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "{'clf__alpha': 0.1, 'vect__binary': False, 'vect__ngram_range': (1, 1)}"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 19
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "xi62cEw2U8pA",
+ "outputId": "ee77d373-f71e-4f3f-b0cf-b27e83d8ee7e"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.88 0.90 0.89 7390\n",
+ " 1 0.90 0.87 0.88 7485\n",
+ "\n",
+ " accuracy 0.89 14875\n",
+ " macro avg 0.89 0.89 0.89 14875\n",
+ "weighted avg 0.89 0.89 0.89 14875\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "sgd_pred = sgd_grid_search_fit.predict(x_test)\n",
+ "print(classification_report(y_test, cv_pred))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Looking at the word cloud for Positive sentiment reviews"
+ ],
+ "metadata": {
+ "id": "7zhIaRVJEQrb"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "plt.figure(figsize = (20,20))\n",
+ "wc = WordCloud(max_words = 2000 , width = 1600 , height = 800).generate(\" \".join(df[df.sentiment == 1].review))\n",
+ "plt.imshow(wc , interpolation = 'bilinear')"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 627
+ },
+ "id": "yP7MRSmmEQJk",
+ "outputId": "5364a524-684c-440a-f46c-5b72871d0c04"
+ },
+ "execution_count": 21,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7ff6ff3cc9d0>"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 21
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1440x1440 with 1 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Looking at the word cloud for Negative sentiment reviews"
+ ],
+ "metadata": {
+ "id": "Bs0yd1RjEIpf"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 627
+ },
+ "id": "mM6rIJ7ZU8pB",
+ "outputId": "c66a130b-9ab1-4d51-d538-dd833c04f631"
+ },
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7ff706bd6ee0>"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 22
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1440x1440 with 1 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ],
+ "source": [
+ "plt.figure(figsize = (20,20))\n",
+ "wc = WordCloud(max_words = 2000 , width = 1600 , height = 800).generate(\" \".join(df[df.sentiment == 0].review))\n",
+ "plt.imshow(wc , interpolation = 'bilinear')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "In the worcloud for the positive sentiment reviews, words like good, great, funny, nice and excellent are visible. Whereas, in the wordcloud for the negative movie reviews, words like bad and boring are visible."
+ ],
+ "metadata": {
+ "id": "UPse03i1E2K4"
+ }
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "machine_shape": "hm"
+ },
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.6"
+ },
+ "accelerator": "GPU",
+ "gpuClass": "standard"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
diff --git a/README.md b/README.md
index a30ba38..5101bc4 100644
--- a/README.md
+++ b/README.md
@@ -1,92 +1,12 @@
-# Sentiment Analysis
+# Sentiment Analysis for IMDB Movie Reviews
+This project is for the course TDDE16 Text Mining.
+The data is in the file called - 'IMDB dataset.csv'.
-## Getting started
-
-To make it easy for you to get started with GitLab, here's a list of recommended next steps.
-
-Already a pro? Just edit this README.md and make it your own. Want to make it easy? [Use the template at the bottom](#editing-this-readme)!
-
-## Add your files
-
-- [ ] [Create](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#create-a-file) or [upload](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#upload-a-file) files
-- [ ] [Add files using the command line](https://docs.gitlab.com/ee/gitlab-basics/add-file.html#add-a-file-using-the-command-line) or push an existing Git repository with the following command:
-
-```
-cd existing_repo
-git remote add origin https://gitlab.liu.se/cheka108/sentiment-analysis.git
-git branch -M main
-git push -uf origin main
-```
-
-## Integrate with your tools
-
-- [ ] [Set up project integrations](https://gitlab.liu.se/cheka108/sentiment-analysis/-/settings/integrations)
-
-## Collaborate with your team
-
-- [ ] [Invite team members and collaborators](https://docs.gitlab.com/ee/user/project/members/)
-- [ ] [Create a new merge request](https://docs.gitlab.com/ee/user/project/merge_requests/creating_merge_requests.html)
-- [ ] [Automatically close issues from merge requests](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues-automatically)
-- [ ] [Enable merge request approvals](https://docs.gitlab.com/ee/user/project/merge_requests/approvals/)
-- [ ] [Automatically merge when pipeline succeeds](https://docs.gitlab.com/ee/user/project/merge_requests/merge_when_pipeline_succeeds.html)
-
-## Test and Deploy
-
-Use the built-in continuous integration in GitLab.
-
-- [ ] [Get started with GitLab CI/CD](https://docs.gitlab.com/ee/ci/quick_start/index.html)
-- [ ] [Analyze your code for known vulnerabilities with Static Application Security Testing(SAST)](https://docs.gitlab.com/ee/user/application_security/sast/)
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-***
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-# Editing this README
-
-When you're ready to make this README your own, just edit this file and use the handy template below (or feel free to structure it however you want - this is just a starting point!). Thank you to [makeareadme.com](https://www.makeareadme.com/) for this template.
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-## Suggestions for a good README
-Every project is different, so consider which of these sections apply to yours. The sections used in the template are suggestions for most open source projects. Also keep in mind that while a README can be too long and detailed, too long is better than too short. If you think your README is too long, consider utilizing another form of documentation rather than cutting out information.
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-## Name
-Choose a self-explaining name for your project.
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-## Description
-Let people know what your project can do specifically. Provide context and add a link to any reference visitors might be unfamiliar with. A list of Features or a Background subsection can also be added here. If there are alternatives to your project, this is a good place to list differentiating factors.
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-## Badges
-On some READMEs, you may see small images that convey metadata, such as whether or not all the tests are passing for the project. You can use Shields to add some to your README. Many services also have instructions for adding a badge.
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-## Visuals
-Depending on what you are making, it can be a good idea to include screenshots or even a video (you'll frequently see GIFs rather than actual videos). Tools like ttygif can help, but check out Asciinema for a more sophisticated method.
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-## Installation
-Within a particular ecosystem, there may be a common way of installing things, such as using Yarn, NuGet, or Homebrew. However, consider the possibility that whoever is reading your README is a novice and would like more guidance. Listing specific steps helps remove ambiguity and gets people to using your project as quickly as possible. If it only runs in a specific context like a particular programming language version or operating system or has dependencies that have to be installed manually, also add a Requirements subsection.
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-## Usage
-Use examples liberally, and show the expected output if you can. It's helpful to have inline the smallest example of usage that you can demonstrate, while providing links to more sophisticated examples if they are too long to reasonably include in the README.
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-## Support
-Tell people where they can go to for help. It can be any combination of an issue tracker, a chat room, an email address, etc.
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-## Roadmap
-If you have ideas for releases in the future, it is a good idea to list them in the README.
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-## Contributing
-State if you are open to contributions and what your requirements are for accepting them.
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-For people who want to make changes to your project, it's helpful to have some documentation on how to get started. Perhaps there is a script that they should run or some environment variables that they need to set. Make these steps explicit. These instructions could also be useful to your future self.
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-You can also document commands to lint the code or run tests. These steps help to ensure high code quality and reduce the likelihood that the changes inadvertently break something. Having instructions for running tests is especially helpful if it requires external setup, such as starting a Selenium server for testing in a browser.
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-## Authors and acknowledgment
-Show your appreciation to those who have contributed to the project.
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-## License
-For open source projects, say how it is licensed.
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-## Project status
-If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers.
+There are 4 different jupyter notebooks:
+
+ 1 Project_Baseline.ipynb, this notebook has the project baseline.
+ 2 Project_BERT.ipynb, this notebook has the BERT implementation of the project.
+ 3 Project_RoBERTa.ipynb, this notebook has the RoBERTa implementation of the project.
+ 4.Error_Analysis.ipynb, this notebook discuss about the error analysis of the project.
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