Upload redcap_parquet_explorer.ipynb

redcap_parquet_explorer.ipynb

@@ -1 +1 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"https://huggingface.co/datasets/codeShare/lora-training-data/blob/main/redcap_parquet_explorer.ipynb","timestamp":1754313759375},{"file_id":"https://huggingface.co/datasets/codeShare/lora-training-data/blob/main/parquet_explorer.ipynb","timestamp":1754301207238},{"file_id":"https://huggingface.co/datasets/codeShare/lora-training-data/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1754223895158},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1747490904984},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1740037333374},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1736477078136},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1725365086834}]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"id":"HFy5aDxM3G7O","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1754312911126,"user_tz":-120,"elapsed":16447,"user":{"displayName":"","userId":""}},"outputId":"910de653-74d8-4970-9b6c-c3f6ab44a492"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["# Step 1: Mount Google Drive\n","#from google.colab import drive\n","#drive.mount('/content/drive')\n","\n","# Step 2: Import required libraries\n","import pandas as pd\n","\n","# Step 3: Define the path to the Parquet file\n","file_path = '/content/drive/MyDrive/Saved from Chrome/redcaps_1.parquet' #@param {type:'string'}\n","\n","# Step 4: Read the Parquet file\n","df = pd.read_parquet(file_path)\n","\n","# Step 5: Basic exploration of the Parquet file\n","print(\"First 5 rows of the dataset:\")\n","print(df.head())\n","\n","print(\"\\nDataset Info:\")\n","print(df.info())\n","\n","print(\"\\nBasic Statistics:\")\n","print(df.describe())\n","\n","print(\"\\nColumn Names:\")\n","print(df.columns.tolist())\n","\n","print(\"\\nMissing Values:\")\n","print(df.isnull().sum())\n","\n","# Optional: Display number of rows and columns\n","print(f\"\\nShape of the dataset: {df.shape}\")"],"metadata":{"id":"So-PKtbo5AVA","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1754300235232,"user_tz":-120,"elapsed":15992,"user":{"displayName":"","userId":""}},"outputId":"99dd1eb9-8c1f-4892-8ae1-db7b8439e4b6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["First 5 rows of the dataset:\n","                                                 uid  \\\n","0  052e2c7503cb4a29adeaaf466bb13aaa032f2ba3595a11...   \n","1  a7754f30f5d2a9eb83815b47190aae863affdcda1cb849...   \n","2  343ddd9cf33ed49dda62b1171c69b733f77578a2fbff38...   \n","3  1189f217664d4f82495bd25a6e0a734b538281376524d6...   \n","4  a8ab52803f9d8e1fbea55c77370f12f7ae84de31ced9bd...   \n","\n","                                  url        key   status  \\\n","0  https://i.redd.it/vx27ik897yyx.jpg  007740042  success   \n","1  https://i.redd.it/q9evvjgqdazx.jpg  007740047  success   \n","2  https://i.redd.it/fgxweplt8wxx.jpg  007740028  success   \n","3  https://i.redd.it/23v2mbs6x6xx.jpg  007740016  success   \n","4  https://i.redd.it/xzsvyn5sdawx.jpg  007740002  success   \n","\n","                                    original_caption  \\\n","0  best hiking spot on ice mountains, you really ...   \n","1  deep boundary waters. spent 12 days here and s...   \n","2                     sunset paddle - bar harbor, me   \n","3  meanwhile in south korea, hundreds of thousand...   \n","4            sweet pepper display in a grocery store   \n","\n","                      vlm_model  \\\n","0  gemini-1.0-pro-vision-latest   \n","1  gemini-1.0-pro-vision-latest   \n","2  gemini-1.0-pro-vision-latest   \n","3  gemini-1.0-pro-vision-latest   \n","4  gemini-1.0-pro-vision-latest   \n","\n","                                         vlm_caption  toxicity  \\\n","0   This image displays: a group of nine mountain...  0.000460   \n","1   This image displays: a wide shot of a lake. T...  0.002076   \n","2   This image displays four people kayaking in t...  0.000510   \n","3   This image displays: A large crowd of people ...  0.000444   \n","4   This image displays:\\n\\nThe image displays a ...  0.000529   \n","\n","   severe_toxicity   obscene  ...  width  height  original_width  \\\n","0         0.000001  0.000027  ...   1365    1024            1080   \n","1         0.000007  0.000070  ...   1024    1365            2448   \n","2         0.000002  0.000029  ...   1536    1024            6000   \n","3         0.000001  0.000030  ...   1535    1024             940   \n","4         0.000001  0.000033  ...   1365    1024            3264   \n","\n","   original_height  exif                                             sha256  \\\n","0              810    {}  052e2c7503cb4a29adeaaf466bb13aaa032f2ba3595a11...   \n","1             3264    {}  a7754f30f5d2a9eb83815b47190aae863affdcda1cb849...   \n","2             4000    {}  343ddd9cf33ed49dda62b1171c69b733f77578a2fbff38...   \n","3              627    {}  1189f217664d4f82495bd25a6e0a734b538281376524d6...   \n","4             2448    {}  a8ab52803f9d8e1fbea55c77370f12f7ae84de31ced9bd...   \n","\n","   image_id               author  subreddit  score  \n","0    5e3con  renoviolaoutdoors66        242    2.0  \n","1    5ef2uw                 None        242  172.0  \n","2    5d6sm4          kayakguy429        242    5.0  \n","3    5cke9b     PresidentBananas        242    5.0  \n","4    5bpv0z       microfortnight        242   14.0  \n","\n","[5 rows x 28 columns]\n","\n","Dataset Info:\n","<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 645430 entries, 0 to 645429\n","Data columns (total 28 columns):\n"," #   Column                 Non-Null Count   Dtype  \n","---  ------                 --------------   -----  \n"," 0   uid                    645430 non-null  object \n"," 1   url                    645430 non-null  object \n"," 2   key                    645430 non-null  object \n"," 3   status                 645430 non-null  object \n"," 4   original_caption       645430 non-null  object \n"," 5   vlm_model              645430 non-null  object \n"," 6   vlm_caption            645430 non-null  object \n"," 7   toxicity               645430 non-null  float64\n"," 8   severe_toxicity        645430 non-null  float64\n"," 9   obscene                645430 non-null  float64\n"," 10  identity_attack        645430 non-null  float64\n"," 11  insult                 645430 non-null  float64\n"," 12  threat                 645430 non-null  float64\n"," 13  sexual_explicit        645430 non-null  float64\n"," 14  watermark_class_id     607777 non-null  float64\n"," 15  watermark_class_score  607777 non-null  float64\n"," 16  aesthetic_score        607777 non-null  float64\n"," 17  error_message          0 non-null       object \n"," 18  width                  645430 non-null  int64  \n"," 19  height                 645430 non-null  int64  \n"," 20  original_width         645430 non-null  int64  \n"," 21  original_height        645430 non-null  int64  \n"," 22  exif                   645430 non-null  object \n"," 23  sha256                 645430 non-null  object \n"," 24  image_id               645430 non-null  object \n"," 25  author                 645430 non-null  object \n"," 26  subreddit              645430 non-null  int64  \n"," 27  score                  615166 non-null  float64\n","dtypes: float64(11), int64(5), object(12)\n","memory usage: 137.9+ MB\n","None\n","\n","Basic Statistics:\n","            toxicity  severe_toxicity        obscene  identity_attack  \\\n","count  645430.000000    645430.000000  645430.000000    645430.000000   \n","mean        0.006523         0.000018       0.000768         0.002053   \n","std         0.026730         0.000782       0.020020         0.003648   \n","min         0.000298         0.000001       0.000019         0.000050   \n","25%         0.001374         0.000003       0.000064         0.000230   \n","50%         0.003584         0.000008       0.000111         0.001118   \n","75%         0.007144         0.000016       0.000185         0.002884   \n","max         0.997587         0.398098       0.990988         0.692917   \n","\n","              insult         threat  sexual_explicit  watermark_class_id  \\\n","count  645430.000000  645430.000000    645430.000000       607777.000000   \n","mean        0.001552       0.000115         0.000168            0.972533   \n","std         0.015324       0.002043         0.003946            0.286189   \n","min         0.000064       0.000013         0.000010            0.000000   \n","25%         0.000332       0.000046         0.000039            1.000000   \n","50%         0.000681       0.000076         0.000079            1.000000   \n","75%         0.001225       0.000127         0.000124            1.000000   \n","max         0.968009       0.642815         0.808439            2.000000   \n","\n","       watermark_class_score  aesthetic_score          width         height  \\\n","count          607777.000000    607777.000000  645430.000000  645430.000000   \n","mean                0.812574         5.406013    1230.362877    1236.823316   \n","std                 0.122016         0.565440     325.780459     274.743805   \n","min                 0.334234         3.193359    1024.000000    1024.000000   \n","25%                 0.772915         5.007812    1024.000000    1024.000000   \n","50%                 0.857990         5.386719    1024.000000    1043.000000   \n","75%                 0.896648         5.792969    1365.000000    1365.000000   \n","max                 1.000000         8.007812   17868.000000   18317.000000   \n","\n","       original_width  original_height      subreddit          score  \n","count   645430.000000    645430.000000  645430.000000  615166.000000  \n","mean      2630.710139      2670.793347     162.265112     240.656447  \n","std       1321.291219      1271.355247     101.328667    2278.028138  \n","min         58.000000        26.000000       0.000000       0.000000  \n","25%       1536.000000      1536.000000      50.000000       9.000000  \n","50%       3024.000000      3021.000000     228.000000      23.000000  \n","75%       3264.000000      4032.000000     242.000000      67.000000  \n","max      28430.000000     24529.000000     286.000000  223564.000000  \n","\n","Column Names:\n","['uid', 'url', 'key', 'status', 'original_caption', 'vlm_model', 'vlm_caption', 'toxicity', 'severe_toxicity', 'obscene', 'identity_attack', 'insult', 'threat', 'sexual_explicit', 'watermark_class_id', 'watermark_class_score', 'aesthetic_score', 'error_message', 'width', 'height', 'original_width', 'original_height', 'exif', 'sha256', 'image_id', 'author', 'subreddit', 'score']\n","\n","Missing Values:\n","uid                           0\n","url                           0\n","key                           0\n","status                        0\n","original_caption              0\n","vlm_model                     0\n","vlm_caption                   0\n","toxicity                      0\n","severe_toxicity               0\n","obscene                       0\n","identity_attack               0\n","insult                        0\n","threat                        0\n","sexual_explicit               0\n","watermark_class_id        37653\n","watermark_class_score     37653\n","aesthetic_score           37653\n","error_message            645430\n","width                         0\n","height                        0\n","original_width                0\n","original_height               0\n","exif                          0\n","sha256                        0\n","image_id                      0\n","author                        0\n","subreddit                     0\n","score                     30264\n","dtype: int64\n","\n","Shape of the dataset: (645430, 28)\n"]}]},{"cell_type":"code","source":["# Import pandas\n","import pandas as pd\n","\n","# Define the path to the Parquet file\n","file_path = '/content/drive/MyDrive/Saved from Chrome/redcaps_1.parquet' #@param {type:'string'}\n","\n","\n","parquet_column = 'aesthetic_score' #@param {type:'string'}\n","# Read the Parquet file\n","df = pd.read_parquet(file_path)\n","\n","# Set pandas display options to show full text without truncation\n","pd.set_option('display.max_colwidth', None)  # Show full content of columns\n","pd.set_option('display.width', None)         # Use full display width\n","\n","# Create sliders for selecting the range of captions\n","#@markdown Caption Range { run: \"auto\", display_mode: \"form\" }\n","start_at = 7566 #@param {type:\"slider\", min:0, max:33147, step:1}\n","range = 84 #@param {type:'slider',min:1,max:1000,step:1}\n","start_index = start_at\n","end_index = start_at + range\n","###@param {type:\"slider\", min:1, max:33148, step:1}\n","\n","must_include_word = '' #@param {type:'string'}\n","display_only = True #@param {type:'boolean'}\n","\n","# Ensure end_index is greater than start_index and within bounds\n","if end_index <= start_index:\n","    print(\"Error: End index must be greater than start index.\")\n","elif end_index > len(df):\n","    print(f\"Error: End index cannot exceed {len(df)}. Setting to maximum value.\")\n","    end_index = len(df)\n","elif start_index < 0:\n","    print(\"Error: Start index cannot be negative. Setting to 0.\")\n","    start_index = 0\n","\n","# Display the selected range of captions\n","tmp =''\n","\n","categories= ['This image displays:','This image displays' , 'regular_summary:','midjourney_style_summary:', 'individual_parts:']\n","\n","\n","print(f\"\\nDisplaying captions from index {start_index} to {end_index-1}:\")\n","for index, caption in df[f'{parquet_column}'][start_index:end_index].items():\n","    if (must_include_word in str(caption)) or must_include_word.strip()=='':\n","      original_caption = df['original_caption'][index].strip().replace('\\n','')\n","      aesthetic_score = str(df['aesthetic_score'][index])\n","      vlm_caption = df['vlm_caption'][index]\n","      for category in categories:\n","        vlm_caption = vlm_caption.replace(f'{category}','')\n","      #----#\n","      original_caption = original_caption.strip()\n","      print(f'Index {index}: \\n\\n aesthetic_score {aesthetic_score} \\n\\n {original_caption} , {vlm_caption} \\n\\n')\n","\n","    #if stop_at in caption and not display_only:\n","    #  break\n","    #print(f\"Index {index}: {caption}\")"],"metadata":{"id":"wDhyb8M_7pkD"},"execution_count":null,"outputs":[]}]}
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"https://huggingface.co/datasets/codeShare/lora-training-data/blob/main/redcap_parquet_explorer.ipynb","timestamp":1754380012110},{"file_id":"https://huggingface.co/datasets/codeShare/lora-training-data/blob/main/redcap_parquet_explorer.ipynb","timestamp":1754313759375},{"file_id":"https://huggingface.co/datasets/codeShare/lora-training-data/blob/main/parquet_explorer.ipynb","timestamp":1754301207238},{"file_id":"https://huggingface.co/datasets/codeShare/lora-training-data/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1754223895158},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1747490904984},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1740037333374},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1736477078136},{"file_id":"https://huggingface.co/codeShare/JupyterNotebooks/blob/main/YT-playlist-to-mp3.ipynb","timestamp":1725365086834}]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"id":"HFy5aDxM3G7O","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1754384052520,"user_tz":-120,"elapsed":20385,"user":{"displayName":"No Name","userId":"10578412414437288386"}},"outputId":"665cd92d-5ee9-4a95-b869-bae3d2aee4c7"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["# Step 1: Mount Google Drive\n","#from google.colab import drive\n","#drive.mount('/content/drive')\n","\n","# Step 2: Import required libraries\n","import pandas as pd\n","\n","# Step 3: Define the path to the Parquet file\n","file_path = '/content/drive/MyDrive/Saved from Chrome/redcaps_1.parquet' #@param {type:'string'}\n","\n","# Step 4: Read the Parquet file\n","df = pd.read_parquet(file_path)\n","\n","# Step 5: Basic exploration of the Parquet file\n","print(\"First 5 rows of the dataset:\")\n","print(df.head())\n","\n","print(\"\\nDataset Info:\")\n","print(df.info())\n","\n","print(\"\\nBasic Statistics:\")\n","print(df.describe())\n","\n","print(\"\\nColumn Names:\")\n","print(df.columns.tolist())\n","\n","print(\"\\nMissing Values:\")\n","print(df.isnull().sum())\n","\n","# Optional: Display number of rows and columns\n","print(f\"\\nShape of the dataset: {df.shape}\")"],"metadata":{"id":"So-PKtbo5AVA","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1754384072375,"user_tz":-120,"elapsed":19852,"user":{"displayName":"No Name","userId":"10578412414437288386"}},"outputId":"2dec9707-b0e2-460a-9ad2-d3ef40853f8b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["First 5 rows of the dataset:\n","                                                 uid  \\\n","0  052e2c7503cb4a29adeaaf466bb13aaa032f2ba3595a11...   \n","1  a7754f30f5d2a9eb83815b47190aae863affdcda1cb849...   \n","2  343ddd9cf33ed49dda62b1171c69b733f77578a2fbff38...   \n","3  1189f217664d4f82495bd25a6e0a734b538281376524d6...   \n","4  a8ab52803f9d8e1fbea55c77370f12f7ae84de31ced9bd...   \n","\n","                                  url        key   status  \\\n","0  https://i.redd.it/vx27ik897yyx.jpg  007740042  success   \n","1  https://i.redd.it/q9evvjgqdazx.jpg  007740047  success   \n","2  https://i.redd.it/fgxweplt8wxx.jpg  007740028  success   \n","3  https://i.redd.it/23v2mbs6x6xx.jpg  007740016  success   \n","4  https://i.redd.it/xzsvyn5sdawx.jpg  007740002  success   \n","\n","                                    original_caption  \\\n","0  best hiking spot on ice mountains, you really ...   \n","1  deep boundary waters. spent 12 days here and s...   \n","2                     sunset paddle - bar harbor, me   \n","3  meanwhile in south korea, hundreds of thousand...   \n","4            sweet pepper display in a grocery store   \n","\n","                      vlm_model  \\\n","0  gemini-1.0-pro-vision-latest   \n","1  gemini-1.0-pro-vision-latest   \n","2  gemini-1.0-pro-vision-latest   \n","3  gemini-1.0-pro-vision-latest   \n","4  gemini-1.0-pro-vision-latest   \n","\n","                                         vlm_caption  toxicity  \\\n","0   This image displays: a group of nine mountain...  0.000460   \n","1   This image displays: a wide shot of a lake. T...  0.002076   \n","2   This image displays four people kayaking in t...  0.000510   \n","3   This image displays: A large crowd of people ...  0.000444   \n","4   This image displays:\\n\\nThe image displays a ...  0.000529   \n","\n","   severe_toxicity   obscene  ...  width  height  original_width  \\\n","0         0.000001  0.000027  ...   1365    1024            1080   \n","1         0.000007  0.000070  ...   1024    1365            2448   \n","2         0.000002  0.000029  ...   1536    1024            6000   \n","3         0.000001  0.000030  ...   1535    1024             940   \n","4         0.000001  0.000033  ...   1365    1024            3264   \n","\n","   original_height  exif                                             sha256  \\\n","0              810    {}  052e2c7503cb4a29adeaaf466bb13aaa032f2ba3595a11...   \n","1             3264    {}  a7754f30f5d2a9eb83815b47190aae863affdcda1cb849...   \n","2             4000    {}  343ddd9cf33ed49dda62b1171c69b733f77578a2fbff38...   \n","3              627    {}  1189f217664d4f82495bd25a6e0a734b538281376524d6...   \n","4             2448    {}  a8ab52803f9d8e1fbea55c77370f12f7ae84de31ced9bd...   \n","\n","   image_id               author  subreddit  score  \n","0    5e3con  renoviolaoutdoors66        242    2.0  \n","1    5ef2uw                 None        242  172.0  \n","2    5d6sm4          kayakguy429        242    5.0  \n","3    5cke9b     PresidentBananas        242    5.0  \n","4    5bpv0z       microfortnight        242   14.0  \n","\n","[5 rows x 28 columns]\n","\n","Dataset Info:\n","<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 645430 entries, 0 to 645429\n","Data columns (total 28 columns):\n"," #   Column                 Non-Null Count   Dtype  \n","---  ------                 --------------   -----  \n"," 0   uid                    645430 non-null  object \n"," 1   url                    645430 non-null  object \n"," 2   key                    645430 non-null  object \n"," 3   status                 645430 non-null  object \n"," 4   original_caption       645430 non-null  object \n"," 5   vlm_model              645430 non-null  object \n"," 6   vlm_caption            645430 non-null  object \n"," 7   toxicity               645430 non-null  float64\n"," 8   severe_toxicity        645430 non-null  float64\n"," 9   obscene                645430 non-null  float64\n"," 10  identity_attack        645430 non-null  float64\n"," 11  insult                 645430 non-null  float64\n"," 12  threat                 645430 non-null  float64\n"," 13  sexual_explicit        645430 non-null  float64\n"," 14  watermark_class_id     607777 non-null  float64\n"," 15  watermark_class_score  607777 non-null  float64\n"," 16  aesthetic_score        607777 non-null  float64\n"," 17  error_message          0 non-null       object \n"," 18  width                  645430 non-null  int64  \n"," 19  height                 645430 non-null  int64  \n"," 20  original_width         645430 non-null  int64  \n"," 21  original_height        645430 non-null  int64  \n"," 22  exif                   645430 non-null  object \n"," 23  sha256                 645430 non-null  object \n"," 24  image_id               645430 non-null  object \n"," 25  author                 645430 non-null  object \n"," 26  subreddit              645430 non-null  int64  \n"," 27  score                  615166 non-null  float64\n","dtypes: float64(11), int64(5), object(12)\n","memory usage: 137.9+ MB\n","None\n","\n","Basic Statistics:\n","            toxicity  severe_toxicity        obscene  identity_attack  \\\n","count  645430.000000    645430.000000  645430.000000    645430.000000   \n","mean        0.006523         0.000018       0.000768         0.002053   \n","std         0.026730         0.000782       0.020020         0.003648   \n","min         0.000298         0.000001       0.000019         0.000050   \n","25%         0.001374         0.000003       0.000064         0.000230   \n","50%         0.003584         0.000008       0.000111         0.001118   \n","75%         0.007144         0.000016       0.000185         0.002884   \n","max         0.997587         0.398098       0.990988         0.692917   \n","\n","              insult         threat  sexual_explicit  watermark_class_id  \\\n","count  645430.000000  645430.000000    645430.000000       607777.000000   \n","mean        0.001552       0.000115         0.000168            0.972533   \n","std         0.015324       0.002043         0.003946            0.286189   \n","min         0.000064       0.000013         0.000010            0.000000   \n","25%         0.000332       0.000046         0.000039            1.000000   \n","50%         0.000681       0.000076         0.000079            1.000000   \n","75%         0.001225       0.000127         0.000124            1.000000   \n","max         0.968009       0.642815         0.808439            2.000000   \n","\n","       watermark_class_score  aesthetic_score          width         height  \\\n","count          607777.000000    607777.000000  645430.000000  645430.000000   \n","mean                0.812574         5.406013    1230.362877    1236.823316   \n","std                 0.122016         0.565440     325.780459     274.743805   \n","min                 0.334234         3.193359    1024.000000    1024.000000   \n","25%                 0.772915         5.007812    1024.000000    1024.000000   \n","50%                 0.857990         5.386719    1024.000000    1043.000000   \n","75%                 0.896648         5.792969    1365.000000    1365.000000   \n","max                 1.000000         8.007812   17868.000000   18317.000000   \n","\n","       original_width  original_height      subreddit          score  \n","count   645430.000000    645430.000000  645430.000000  615166.000000  \n","mean      2630.710139      2670.793347     162.265112     240.656447  \n","std       1321.291219      1271.355247     101.328667    2278.028138  \n","min         58.000000        26.000000       0.000000       0.000000  \n","25%       1536.000000      1536.000000      50.000000       9.000000  \n","50%       3024.000000      3021.000000     228.000000      23.000000  \n","75%       3264.000000      4032.000000     242.000000      67.000000  \n","max      28430.000000     24529.000000     286.000000  223564.000000  \n","\n","Column Names:\n","['uid', 'url', 'key', 'status', 'original_caption', 'vlm_model', 'vlm_caption', 'toxicity', 'severe_toxicity', 'obscene', 'identity_attack', 'insult', 'threat', 'sexual_explicit', 'watermark_class_id', 'watermark_class_score', 'aesthetic_score', 'error_message', 'width', 'height', 'original_width', 'original_height', 'exif', 'sha256', 'image_id', 'author', 'subreddit', 'score']\n","\n","Missing Values:\n","uid                           0\n","url                           0\n","key                           0\n","status                        0\n","original_caption              0\n","vlm_model                     0\n","vlm_caption                   0\n","toxicity                      0\n","severe_toxicity               0\n","obscene                       0\n","identity_attack               0\n","insult                        0\n","threat                        0\n","sexual_explicit               0\n","watermark_class_id        37653\n","watermark_class_score     37653\n","aesthetic_score           37653\n","error_message            645430\n","width                         0\n","height                        0\n","original_width                0\n","original_height               0\n","exif                          0\n","sha256                        0\n","image_id                      0\n","author                        0\n","subreddit                     0\n","score                     30264\n","dtype: int64\n","\n","Shape of the dataset: (645430, 28)\n"]}]},{"cell_type":"code","source":["# Step 1: Mount Google Drive (uncomment if running in Colab)\n","# from google.colab import drive\n","# drive.mount('/content/drive')\n","\n","# Step 2: Import required libraries\n","import pandas as pd\n","\n","# Step 3: Define the path to the Parquet file\n","file_path = '/content/drive/MyDrive/Saved from Chrome/redcaps_1.parquet'  # Adjust path as needed\n","\n","# Step 4: Read the Parquet file\n","df = pd.read_parquet(file_path)\n","\n","# Step 5: List of all numeric metrics to sort by\n","metrics = [\n","    'toxicity', 'severe_toxicity', 'obscene', 'identity_attack', 'insult',\n","    'threat', 'sexual_explicit', 'watermark_class_id', 'watermark_class_score',\n","    'aesthetic_score', 'width', 'height', 'original_width', 'original_height',\n","    'subreddit', 'score'\n","]\n","\n","# Step 6: Handle missing values by filling with 0 for metrics with NaNs\n","for metric in ['score', 'aesthetic_score', 'watermark_class_id', 'watermark_class_score']:\n","    df[metric] = df[metric].fillna(0)\n","\n","# Step 7: Sort the DataFrame by each metric and store results\n","sorted_dfs = {}\n","for metric in metrics:\n","    sorted_dfs[metric] = df.sort_values(by=metric, ascending=False)\n","\n","    # Display top 5 rows for each metric\n","    print(f\"\\nSorted by {metric} (top 5):\")\n","    print(sorted_dfs[metric][['uid', metric, 'score', 'aesthetic_score']].head())\n","\n","# Step 8: Save each sorted DataFrame to a new Parquet file\n","for metric, sorted_df in sorted_dfs.items():\n","    output_file = f'sorted_by_{metric}.parquet'\n","    sorted_df.to_parquet(output_file)\n","    print(f\"Saved sorted DataFrame to '{output_file}'\")\n","\n","# Step 9: Verify the number of sorted files\n","print(f\"\\nTotal sorted files created: {len(metrics)}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5dViOU23E_zm","executionInfo":{"status":"ok","timestamp":1754384195630,"user_tz":-120,"elapsed":119290,"user":{"displayName":"No Name","userId":"10578412414437288386"}},"outputId":"f2123af6-fff5-4c19-bf60-5f8e0db65674"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Sorted by toxicity (top 5):\n","                                                      uid  toxicity  score  \\\n","429390  6ea8911ec9b9e69c738d4d64313a76f0d99e98918528c0...  0.997587   24.0   \n","455788  b40e6c130bd0a78d85a355b2e5ea22a0c53e7506b57ade...  0.997138    4.0   \n","425133  0063e61bb64f4fef1edbb92cb3ba2423ae15167b605257...  0.995789   23.0   \n","473715  f87e3fdb01d7ade7ea88dd690e1beee97a8b1f20e20a41...  0.995368    6.0   \n","331476  15ddc754645d113a992b0686942be73d31ec6dfb3ae533...  0.994038   43.0   \n","\n","        aesthetic_score  \n","429390         5.234375  \n","455788         5.519531  \n","425133         5.679688  \n","473715         5.281250  \n","331476         5.316406  \n","\n","Sorted by severe_toxicity (top 5):\n","                                                      uid  severe_toxicity  \\\n","455788  b40e6c130bd0a78d85a355b2e5ea22a0c53e7506b57ade...         0.398098   \n","429390  6ea8911ec9b9e69c738d4d64313a76f0d99e98918528c0...         0.326999   \n","425133  0063e61bb64f4fef1edbb92cb3ba2423ae15167b605257...         0.177542   \n","331476  15ddc754645d113a992b0686942be73d31ec6dfb3ae533...         0.149917   \n","565061  e56e8dbb6a04c974f0fd872224c6947832eee31492e0f3...         0.104776   \n","\n","        score  aesthetic_score  \n","455788    4.0         5.519531  \n","429390   24.0         5.234375  \n","425133   23.0         5.679688  \n","331476   43.0         5.316406  \n","565061    4.0         4.996094  \n","\n","Sorted by obscene (top 5):\n","                                                      uid   obscene  score  \\\n","455788  b40e6c130bd0a78d85a355b2e5ea22a0c53e7506b57ade...  0.990988    4.0   \n","429390  6ea8911ec9b9e69c738d4d64313a76f0d99e98918528c0...  0.984425   24.0   \n","331476  15ddc754645d113a992b0686942be73d31ec6dfb3ae533...  0.977210   43.0   \n","565061  e56e8dbb6a04c974f0fd872224c6947832eee31492e0f3...  0.974730    4.0   \n","519367  45014596685172ec6f4433d4e20b65b596572d775c7c36...  0.971307   15.0   \n","\n","        aesthetic_score  \n","455788         5.519531  \n","429390         5.234375  \n","331476         5.316406  \n","565061         4.996094  \n","519367         5.238281  \n","\n","Sorted by identity_attack (top 5):\n","                                                      uid  identity_attack  \\\n","260845  ff8818cc2d4092768ca4ebb5ebba8042b675e5be3aa2bd...         0.692917   \n","389609  224c8779a02162745ab382a3674dd9022cba03a47f8887...         0.580029   \n","642909  95c8cc686f8d507fee2fc0fc7bf8e230fa690d6f7bb957...         0.569287   \n","328951  0a7c367d7759560a386512ef1f4bfb14f1ed41d59b8ab4...         0.555061   \n","231730  b70a4f44d9d1645bf7b3b8a426a216aab25438b39c0aaf...         0.455977   \n","\n","        score  aesthetic_score  \n","260845  157.0         5.007812  \n","389609   87.0         5.351562  \n","642909    7.0         5.269531  \n","328951   11.0         5.718750  \n","231730  139.0         6.167969  \n","\n","Sorted by insult (top 5):\n","                                                      uid    insult    score  \\\n","522082  6763e1091248bbd13622f08ddf1bca45aa2998912013ef...  0.968009     27.0   \n","287417  da990c4701b61eda148cbdeacc87588e35bb3cbc6f0bab...  0.963359     12.0   \n","641598  2d5e727213be2a38e9bc04314637710341951d9575e0ff...  0.958968   2379.0   \n","473715  f87e3fdb01d7ade7ea88dd690e1beee97a8b1f20e20a41...  0.958351      6.0   \n","485667  8a3fa20be0b1abb7a372d1cda772e1867166d65543c105...  0.957716  40679.0   \n","\n","        aesthetic_score  \n","522082         4.519531  \n","287417         5.222656  \n","641598         4.988281  \n","473715         5.281250  \n","485667         5.519531  \n","\n","Sorted by threat (top 5):\n","                                                      uid    threat    score  \\\n","254071  0f40202ca1d3f2c07006e8fc5ff60a2016b610df78db06...  0.642815      5.0   \n","577661  38106ec2dfd78daf892310eb3314716be9bca1a9d1c2c0...  0.525958  53070.0   \n","473715  f87e3fdb01d7ade7ea88dd690e1beee97a8b1f20e20a41...  0.485966      6.0   \n","415     96e07df2c0bdbb86ebb8d1abbe617cbb1380931d0ff326...  0.418630      3.0   \n","348437  45e74222cc680e3618e46eb3f2640d62854b3ed0b7d315...  0.417281     21.0   \n","\n","        aesthetic_score  \n","254071         4.593750  \n","577661         5.230469  \n","473715         5.281250  \n","415            4.589844  \n","348437         4.714844  \n","\n","Sorted by sexual_explicit (top 5):\n","                                                      uid  sexual_explicit  \\\n","517019  dd529294b51582585ea7ae6828719a16ad51bf583437a9...         0.808439   \n","643927  5b0c29a3f3dc11b2ef52dd68ef4e4bb2c927b3ad656e87...         0.707299   \n","121340  9b73871f472644f5f3bbda869a4a61671f183850cf49e4...         0.705435   \n","389189  ce674ede18cd32d5abaa1574b929966d3b766184f8e8b0...         0.671752   \n","591630  e540453fceed09225bc320468fbf87291e056722c5e60b...         0.641129   \n","\n","        score  aesthetic_score  \n","517019    7.0         5.593750  \n","643927   30.0         5.878906  \n","121340    4.0         5.589844  \n","389189   14.0         5.117188  \n","591630    5.0         5.062500  \n","\n","Sorted by watermark_class_id (top 5):\n","                                                      uid  watermark_class_id  \\\n","94826   b0015f2ae6565ccb3fdd8649c620a8d01cee39ef7d41d4...                 2.0   \n","129259  d07f36b52d9078621a0f81b46669c0ad6fba982e61767d...                 2.0   \n","514862  432f7fa9f9ffbc720ada491b7c5d1a74ca2024f857490d...                 2.0   \n","61130   aed808b8d87e7dbfe9ff4e0f9cdc5af6b579906a4e21d5...                 2.0   \n","94817   f63828e728cac725e00e7d29fc665f52fc7279d9a26b2a...                 2.0   \n","\n","        score  aesthetic_score  \n","94826    53.0         6.417969  \n","129259    3.0         5.824219  \n","514862    8.0         5.234375  \n","61130     8.0         6.214844  \n","94817    34.0         6.125000  \n","\n","Sorted by watermark_class_score (top 5):\n","                                                      uid  \\\n","585584  fa1a0783d5de6588896cf3790f23f84ca66208451bd1e2...   \n","52882   9e30b13e24bb56d1531386b48592c05c3a1d5a099ccc5e...   \n","203598  1e4bd100ef469c7e9a1a3fb608aa64155bbb7811b1f534...   \n","586251  876d0307aed6b7efcbb538e804f31d6bc2f0301f60143c...   \n","393084  a0fde751c89f0224e949cd2427e6061d6ee2b4959e70b6...   \n","\n","        watermark_class_score  score  aesthetic_score  \n","585584               1.000000  137.0         4.902344  \n","52882                1.000000   14.0         5.718750  \n","203598               1.000000    5.0         4.769531  \n","586251               0.999946   47.0         4.753906  \n","393084               0.998304    8.0         5.355469  \n","\n","Sorted by aesthetic_score (top 5):\n","                                                      uid  aesthetic_score  \\\n","220507  97c1c5c696a0ed40ca18d2c0f07b5de66574cf3995bc84...         8.007812   \n","491793  a8202ee095844cae92e8d64f8618a24ba1c3a019ed952f...         7.683594   \n","491864  57a7ba59d81ca00a4fd28ab120c3303544cacda847d2f8...         7.628906   \n","321903  a2a6d403746bf9c84156c796881713b6feb89e2ad124ae...         7.605469   \n","322426  ef77603cdb15e1acbc85e7d307f218414e3c7c80e0c623...         7.578125   \n","\n","        score  aesthetic_score  \n","220507  576.0         8.007812  \n","491793  700.0         7.683594  \n","491864  974.0         7.628906  \n","321903  435.0         7.605469  \n","322426  139.0         7.578125  \n","\n","Sorted by width (top 5):\n","                                                      uid  width  score  \\\n","323577  89797023665b11628a7c75db95d6d11a39c77d360ef4da...  17868    6.0   \n","563742  2075c8bf10b9cfde551dbe0ff736a4cbcc268b7e24be77...  14354    7.0   \n","471983  1400a574a03536a7e0b3de83a9a95864483f7beb872449...  13745   21.0   \n","414067  a888a3eecbd936bc31a4ea6a8b54e54f7abe3fb5274bc6...  13312  161.0   \n","225107  d318319a1825c296089d8c003b1acbf685cd49a6c767f0...  13312  157.0   \n","\n","        aesthetic_score  \n","323577         4.449219  \n","563742         5.328125  \n","471983         5.191406  \n","414067         5.656250  \n","225107         0.000000  \n","\n","Sorted by height (top 5):\n","                                                      uid  height  score  \\\n","80718   6fbd8b65b7d92e8908f28b508d5a8947376a2528cf9ce3...   18317    2.0   \n","374155  0dbe696dea139ff9bbb243a015f148aeaebafb9e34e00e...   17327    3.0   \n","228490  6348eb176530d03f9a2018fad9fd3b3af882495d5516cb...   15987   24.0   \n","413275  12a08e40e995526c58e0a30534dfdc1c22a02ccddffc87...   11526  136.0   \n","190356  fb7af35f3107d2e4cc793977a0faa1e5e01d45b013ffca...   10462   16.0   \n","\n","        aesthetic_score  \n","80718          5.859375  \n","374155         5.957031  \n","228490         0.000000  \n","413275         5.031250  \n","190356         6.554688  \n","\n","Sorted by original_width (top 5):\n","                                                      uid  original_width  \\\n","493182  aa408403b2f6184b978e313a95225e8627a6a184f411e5...           28430   \n","374803  41d8569db31db41dae9ceba68d47912bb6d3ccd80315b5...           28020   \n","7772    db8fcbbd8fbd55ef7ec130fdcd6957f54f0b6e477c5143...           24194   \n","439538  c2d5e2a934a0e682d7cba36cd4d1391ce3c108e7508fbc...           19782   \n","424733  352d7eb783d53d8b63471cbda07fae6e288fddc6d9f630...           19616   \n","\n","        score  aesthetic_score  \n","493182    2.0         6.789062  \n","374803    3.0         6.335938  \n","7772      3.0         6.339844  \n","439538    3.0         5.781250  \n","424733    3.0         5.562500  \n","\n","Sorted by original_height (top 5):\n","                                                      uid  original_height  \\\n","306508  de18c578c0ef2b3b5b0cd936b0bf7bec47fff965e6ec5e...            24529   \n","306405  4aacf5de0625263a6df2e6693f6acc6faeece393604ac2...            18631   \n","80718   6fbd8b65b7d92e8908f28b508d5a8947376a2528cf9ce3...            17888   \n","413275  12a08e40e995526c58e0a30534dfdc1c22a02ccddffc87...            14408   \n","403520  89c9676cea11bce1b4e45c12862f6438ea8e84367d9c84...            14400   \n","\n","        score  aesthetic_score  \n","306508    7.0         5.910156  \n","306405    2.0         5.828125  \n","80718     2.0         5.859375  \n","413275  136.0         5.031250  \n","403520  231.0         4.648438  \n","\n","Sorted by subreddit (top 5):\n","                                                      uid  subreddit  score  \\\n","33393   05c3ddef222b841b781870d54ec983a7e5df40960e2c37...        286   32.0   \n","624664  412cf211cacc2535a7bb213f95a6b8d5bb3977a4ebe455...        286   54.0   \n","60173   272f3fa9ed81466406af5b632f26b1765599889dcc5a26...        286    2.0   \n","60174   65ed9db01b6dabe4bf0990ad45c3a2d0059f3339863c60...        286    9.0   \n","60175   fe9a4b8106c1097be9ac7e4a2be82fa4b056354361f3bd...        286  798.0   \n","\n","        aesthetic_score  \n","33393          5.531250  \n","624664         5.464844  \n","60173          5.726562  \n","60174          5.914062  \n","60175          6.117188  \n","\n","Sorted by score (top 5):\n","                                                      uid     score     score  \\\n","642945  9f156aa994affd17c7752bd794f8d44027fe3d7520bfad...  223564.0  223564.0   \n","201905  41725415fff597a202bf4d2fcbcb3610ab7ea52789cea5...  202840.0  202840.0   \n","515700  49f80280067df431f9faf86afdf47139ce2c827993e365...  175009.0  175009.0   \n","474091  326edf9119b891fb8702f0dc920d4f18305ea26f8c154e...  163421.0  163421.0   \n","392950  6c7d43317a17c7ecf137a0ea0034668b03d6a1b3787146...  162322.0  162322.0   \n","\n","        aesthetic_score  \n","642945         6.078125  \n","201905         6.167969  \n","515700         6.097656  \n","474091         5.582031  \n","392950         5.855469  \n","Saved sorted DataFrame to 'sorted_by_toxicity.parquet'\n","Saved sorted DataFrame to 'sorted_by_severe_toxicity.parquet'\n","Saved sorted DataFrame to 'sorted_by_obscene.parquet'\n","Saved sorted DataFrame to 'sorted_by_identity_attack.parquet'\n","Saved sorted DataFrame to 'sorted_by_insult.parquet'\n","Saved sorted DataFrame to 'sorted_by_threat.parquet'\n","Saved sorted DataFrame to 'sorted_by_sexual_explicit.parquet'\n","Saved sorted DataFrame to 'sorted_by_watermark_class_id.parquet'\n","Saved sorted DataFrame to 'sorted_by_watermark_class_score.parquet'\n","Saved sorted DataFrame to 'sorted_by_aesthetic_score.parquet'\n","Saved sorted DataFrame to 'sorted_by_width.parquet'\n","Saved sorted DataFrame to 'sorted_by_height.parquet'\n","Saved sorted DataFrame to 'sorted_by_original_width.parquet'\n","Saved sorted DataFrame to 'sorted_by_original_height.parquet'\n","Saved sorted DataFrame to 'sorted_by_subreddit.parquet'\n","Saved sorted DataFrame to 'sorted_by_score.parquet'\n","\n","Total sorted files created: 16\n"]}]},{"cell_type":"code","source":["# Import pandas\n","import pandas as pd\n","\n","# Define the path to the Parquet file\n","file_path = '/content/sorted_by_aesthetic_score.parquet' #@param {type:'string'}\n","\n","\n","parquet_column = 'aesthetic_score' #@param {type:'string'}\n","# Read the Parquet file\n","df = pd.read_parquet(file_path)\n","\n","# Set pandas display options to show full text without truncation\n","pd.set_option('display.max_colwidth', None)  # Show full content of columns\n","pd.set_option('display.width', None)         # Use full display width\n","\n","# Create sliders for selecting the range of captions\n","#@markdown Caption Range { run: \"auto\", display_mode: \"form\" }\n","start_at = 10000 #@param {type:\"number\"}\n","range = 1000 #@param {type:'slider',min:1,max:645430,step:1}\n","start_index = start_at\n","end_index = start_at + range\n","###@param {type:\"slider\", min:1, max:33148, step:1}\n","\n","must_include_word = '' #@param {type:'string'}\n","display_only = True #@param {type:'boolean'}\n","\n","# Ensure end_index is greater than start_index and within bounds\n","if end_index <= start_index:\n","    print(\"Error: End index must be greater than start index.\")\n","elif end_index > len(df):\n","    print(f\"Error: End index cannot exceed {len(df)}. Setting to maximum value.\")\n","    end_index = len(df)\n","elif start_index < 0:\n","    print(\"Error: Start index cannot be negative. Setting to 0.\")\n","    start_index = 0\n","\n","# Display the selected range of captions\n","tmp =''\n","\n","categories= ['This image displays:','This image displays' , 'regular_summary:','midjourney_style_summary:', 'individual_parts:']\n","\n","stacked_output = 'dataset = [\"{'\n","\n","symbols = [':','//', '\\n','\"','[',']','|','}','{','^']\n","print(f\"\\nDisplaying captions from index {start_index} to {end_index-1}:\")\n","for index, caption in df[f'{parquet_column}'][start_index:end_index].items():\n","    if (must_include_word in str(caption)) or must_include_word.strip()=='':\n","      original_caption = df['original_caption'][index].strip()\n","      aesthetic_score = str(df['aesthetic_score'][index])\n","      vlm_caption = df['vlm_caption'][index]\n","      #----#\n","      original_caption = original_caption.strip()\n","      for symbol in symbols:\n","        original_caption = original_caption.replace(symbol,'')\n","      stacked_output = stacked_output + original_caption + '|'\n","      #if (index%50==0): stacked_output  = stacked_output+'\\n'\n","#--------#\n","stacked_output = stacked_output + '}\"]'\n","print(f'\\n\\n// set {start_index} to {end_index}')\n","print(f'{stacked_output}')\n","print('\\n\\n//#-----#')"],"metadata":{"id":"wDhyb8M_7pkD","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1754388127722,"user_tz":-120,"elapsed":10902,"user":{"displayName":"No Name","userId":"10578412414437288386"}},"outputId":"1b0bb225-d57c-44f5-d44f-e7d0e9ac872a","cellView":"form"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Displaying captions from index 10000 to 10999:\n","\n","\n","// set 10000 to 11000\n","dataset = [\"{owl a day day #1|ta prohm temple. angkor, siem reap province, cambodia. .|happy birthday to this whole litter of good puppers!|home store i visited in cherry creek, denver|adidas continuing their dragon ball collab|light-filled living and dining area with lots of plants in the rear of a heritage terrace home, melbourne, australia by atlas architects|hvitserkur, iceland|family room with tons of book storage in this chicago apartment|i love painting nature. here's one of a forest i did with acrylics.|power of the sea|majestic sunrise from the summit of mount fuji. would have to agree.|a leopard flew from a tall tree targeting a herd of impala.|living room overlooking the mountains near aspen, co|a cute little chonker|living area with exposed brick and triple-height opening in a narrow townhouse, toronto, canada by ancerl studio|baby hedgehog.|detail of gwanghwamun royal palace in seoul, south korea|spent my first night out trying to capture the starry sky - norway|997.1 porsche carrera s with fuchs wheels - irvine, ca|tropical sunset/ mexican chocolate cake!!!|mussorie, uttarakhand, bharat|just owl|late autumn in finland|colorado|go to new zealand, climb a mountain, meet a bird-friend, snap the photo of a lifetime.|huge red deer stag bellowing in the early morning; france.|autumnal tunnel of golden leaves|autumnal tunnel of golden leaves|three charging lions|the original goat. oreamnos americanus or the rocky mountain goat.|toketee falls, oregon|winter in tatev monastery, armenia|cloud city!|fisherman casting his net at sunset in laos|from today's volcano walk|tate museum london|hong kong|pathway through the woods at cade's cove in tennessee.|curious fish|the 1901 landwasser viaduct, switzerland.|a wild stallion emerges on the landscape of the pryor mountains wild horse range, montana|glasswinged butterfly|on approach to orlando - september 2018|my hometown covered in snow for the first time this year|fall and winter colliding in vermont|living area opening up to a patio covered by the structure's overhanging roof, kona, hawaii by walker warner architects|i proposed to my girlfriend in my favorite place, yosemite national park|a shaggy male gelada pauses during his morning ascent from a cliff above east africa's great rift valley. hundreds of the world's only grass-eating monkeys thrive on this plateau in the central ethiopian highlands, where villagers for centuries have protected the vegetation.|i was going for dark gloomy clouds hanging above. how did i do? will it look better if i darken them some more?|took our boy snowshoeing for the first time. - mt seymour, vancouver, bc|railway to heaven - taipingshan natuinal forest, taiwan|a random photo i took last week|caracal|hvitserkur iceland|jasper national park, alberta, canada|frog sunbathing in the billy frank jr. nisqually national wildlife refuge, wa.|komodo dragon takes on helpless goat|dovedale stepping stones in the uk this morning|crow creek drainage in the missin mountain wilderness, montana|tiger breaking through water|siberian tiger playing in the snow|shell house, kitasaku district, japan|love drawing birds preening!|red squirrel sees its reflection on the surface of water|early morning in the sierras, before the snow came.|green tree python|amazing home gym overlooking the snake river in this converted barn home in wilson, wyoming.|desert highway|wind rivers wyoming did not disappoint. 25 mile loop, some wicked climbs but all worth is once you step into the cirque of the towers.|walking through a foggy forest|beautiful scenery around mount fuji, japan|a thirsty lynx; eatonville, wa|you can find this perfect spot near filzmoos, austria|majestic mountains in california.|canton tower, guangzhou|so fresh, so clean|malayan green vine whipsnake|galactic playa - the black rock desert under a few feet of water and a canopy of stars|buy the dips sell the peaks|tumpak sewu waterfalls in java|some of my favorite cookie friends!! so proud of these little guys!! they'll be making an appearance at the family dinner table at christmas this year|a long-exposure photograph shows a tree burning during the kincade fire in california|wild kea, new zealand|last sunbeams of fall, switzerland|dining room with a view overlooking the town of vitznau, switzerland|pop-up bakery prep.|porsche 911.2 gt3 in gt silver metallic on track!|my bus stop at chithirapuram view point near munnar, kerala india|a way ahead..|bond|tried my hand at some minimalist style long exposure photography. thoughts?|old man of storr|maasai, ngorongoro conservation area, tanzania|a hawk and a frog taking a stroll|exploring mars|feel the magic in the air.|are you food? no. ok.|a long-exposure photograph shows a tree burning during the kincade fire, california. photo by philip pacheco.|tranquil fox, me, 2020|atlantic ocean road in norway, it connects two towns and runs about 8.2km in bridges.|it's so beautiful view|what an amazing shot|love the colors|straight fire|porsche 911 turbo|north fork of the flathead looking back into glacier national park, montana|living room nestled into rock outcropping in alberta|a field of flowers, but it's 1985|mkbhd's recently wrapped tesla model s p100d|wild kea, new zealand|storm's a brewin'|new zealand|monsters within. jinhao shimmering sands.|nyc during a pandemic. album in comments|toketee falls - oregon|lama glama on the lares trek, peru looking glam|mars landing am90s > lunar90 moon landing?|lake federa in the italian dolomites. .|smiling owl|jal mahal, jaipur|this owl is lit|giant and colossal squid sizes compared to human|the hike to cerro torre, argentinian patagonia|latest version of a landscape i keep returning to. any input is appreciated!|galleria vittorio emanuele, milan, italy|a 38 minute exposure at 3am in iceland  credit, josselin cornou|rati gali lake, pakistan|storm system in southern texas|a'phoit mountain, scotland by anniemacd|could've fooled me|beautiful picture of the kameiwa cave in china|the dark hedges, northern ireland.|young langurs hanging out|view from infinity pool, kl, malaysia.|it's just beautiful at nature|living room|summit bivy. day one was four hours from car to summit. after a night time summit, and stories while sipping whiskey we slept in while the smoke filled sky from the wild fires was illuminated by the sunrise. summer 2017. pacific northwest, usa|monte fitz roy at sunrise. el chalten, argentina.|soaring to new heights|bright sitting area with a wood-burning fireplace in this home in munich, germany.|us population visualised|dunes pt.ii|oilcity stacking poured this custom order for a customer today. he must have some very special employees! not only does oilcity stacking have its series bars, but we also do custom work!|tegernsee|color separation in the desert!|the beauty of ceylon experience|ice hummocks near cape kotelnikovsky, russia|is it too tacky?|joshua trees & the desert sky|cozy kitchen in an ontario home|just out here living her best life|how do i make my landscapes more interesting|my 5 month old boy, basil|wonderful angel oak tree rooted in south carolina|bac mono|magnolia falls-deer, arkansas|extreme aurora borealis .|ferrari 488 pista|this huayra at the pagani dealership in newport beach.|finall they found mother|big ben, before the renovation started|indoors or outdoors? who says you can't have both?|check out greenfinity business park project. kiev, ukraine|italian dolomites|field of flowers under fuji|i draw intricate line art of machines from a game called horizon zero dawn.|moraine lake, banff national park, alberta, canada|a concept 3d render we did for a development in birds streets of the hollywood hills  link on the comments.|evening push for the campsite|autumn sunset @ jaufenpass italy - passo di monte giovo|fireworks in singapore|lone shark|this siberian tiger is|beast of the beach|this surreal drone shot of la|smoked short ribs. i use rubs all the time and decided to just use salt and fresh cracked black pepper on these black angus beauties. weber smokey mountain 22.5. hickory chunks and lump coal. indirect heat til 205o.|red-tailed hawk lino print|blood moon rising over a foggy forest in nordegg, alberta <usr>|blood moon rising over a foggy forest in nordegg, alberta|one of my favorite lamborghini huracan shots, always reminds me of forza or gta|my artist uncle mike fudge drew this|not my first cake, but my first time posting. today i have a birthday and i made my cake. it is red velvet cake and i am really proud of the result.|i caught a shooting star flying over jupiter on the shore of lake superior.|torii gate--miyajima island, japan|mendelsohn concept bedroom|mykonos blu resort in mykonos island, greece|crazy beast from petersen museum los angeles|theatine church, munich, germany, by agostino barelli|risked life and limb to get this one...|rooftop after sunset|a warm sunrise along the boardwalk. it's a beautiful pier located in beaumont, texas, directly on a major birding migration route.|kitchen|sunrise at the jetty|godzilla meets skull island  follow <usr>|how the posters line up|my friend got inspired to draw ca after i sent him a picture of tx on reddit|longest suspension bridge in germany|a fall drive in colorado|a hippo splashing in the water looking happy|over a year of progress.|space koifish is|lightning striking the grand canyon|this palm tree|eiffel tower from beneath by u/drfetusrn|milovaig, scotland|iron man holding an angelic sloth|seoul 10 - by alberto_urra|ephesus|bear family in yellowstone|it's so wonderful nature beauty|my favorite loaves in a while. so cute! great spring.|a great blue heron, lake caddo state park, texas, us|anyone knows when these will exactly drop?|cave of crystals, mexico|my second time making a tiered cake, i stayed up till 4 am finishing this|beautiful earth|this grass formation in namibia|catch of the day|somewhere in time, weerterbos, the netherlands|hiking in norway|mt paektu, ryanggang, north korea|christ of saint john of the cross by salvador dali|a street in taiwan|beauty of georgia|my favourite waterfall in autumn.|lucked out just before the fires and got to camp in big pine lakes for a night. hike was tough but so worth it|i found two loose stems from my ludisia discolor. any tips to help them grow new roots ?|fresh haircut, ready for her job interview|an axolotl buddy i made for a friend!|seems hard to balance like that|american wagyu ribeye - or - how i learned to stop worrying and love the steak|aerial pano of sunset at jacksonville beach, fl|seasons|hi! i love painting horses so here is a horse portrait i did a while ago. enjoy!|besides a beat up shoebox, these look pretty sweet on feet!|buddha acrylic and torn magazine pieces on canvas|moraine lake, banff national park, alberta, canada|picture from canada|los nevados colombia|the snowy peaks of senja, norway.|gluten-free blueberry cake|longhorn in the fog|this is the cake i've made for my birthday chocolate mascarpone cake with caramelized figs and raspberries|my 1996 porsche 993 c2 cab|vanessa and the sky|well, hi there )|cut out f'r fishin'|2018 honda civic type r|made some halloween macarons for the spooky season|penguin family|hungry marmot spoils my grand teton photo|an oil painting i did of orchids a while ago! hope you guys like it!|lake serene washington state|midnight sunset in iceland|lighthouse in maine|white boostvibes x rls swap|canada|1966 ferrari 500 superfast series ii by pininfarina|stunning long-exposure shot of marin county covered with fog lit by a full moon|had to return to this mural and work on a better composition and some lighting tweaks, happy with the result of the revisit|if this isnt car porn, idk what is!|autumn tree|blue-winged eurybia butterfly resting on a heliconia plant|christ of saint john of the cross, salvador dali, 1951,|lava from the kilauea volcano of hawaii|proud of this farmhouse themed sugar cookie set for christmas! many different techniques were used including stenciling, lettering, airbrushing, transfers and different icing consistencies|the interior of st. mary's cathedral, tokyo japan.|walking into the sunset|the grand teton- wy, usa|it wasn't until i was exiting the mine, that i found gold|zermatt / switzerland. view from sunegga. the matterhorn is behind the clouds on the right. my roots.|zoom fly flyknits|hi all, first time posting here, looking to improve my photography. all critiques are welcome. sony amm, f/1.8.|fisherman in myanmar|busan opera house design  busan, south korea|my beach shack, nsw, australia.|this scandinavian loft has an exposed brick wall partly dividing the kitchen space and the living room, yet allowing free movement and openness, stockholm, sweden|fire and ice, rmnp colorado.|the forests of ecola state park, oregon by dylan toh|the white cube, london|somewhere in time, weerterbos, the netherlands|bathroom concept by ic mimar gulbahar ozdemir|elephant rock|true color of nature,japan|upper dewey lake near skagway, alaska|the right time for click, nature is lit|i love the eastern sierra. it's where heaven stops and the earth begins|wonderful|my girlfriend and a tree. any thoughts on the composition? is she a placed well on the image as a subject?|ogs|gotschnagrat, switzerland|kurdistan region by aso nibad|cape lookout beach, oregon usa by luke sergeant|oh deer|back from when it was still okay to travel.|mother polar bear and her cubs|i cycled across the french pyrenees - 466 miles / 41000 feet elevation gain|an amazing lake house|yeezy boost 350 v2's|one of my favourite selfies. aoraki/mount cook national park, new zealand.|wow|iceland waterfall|orion and the horsehead nebula.|his & her house / fmd architects|buddha tree|winter wonderland after a snow storm - washington state|biked across yosemite today. here's tenaya lake.|shot this last year when i slept on the great wall, thought it was cool|ferrari|lake rotoiti, nelson lakes np, new zealand|national geographic photo of the year 2016|i made a dutch baby!|jinshanling great wall, china|puffin in dyrholaey, iceland 2 meters away from the camera|the emerald tree boa|an intense thanksgiving sunrise at sprague lake - rocky mountain national park, colorado.|alpenglow in idaho  the sawtooth range|#1 salar de uyuni, the world's largest salt flat in bolivia|aerial view of central park, new york city|bathroom in ponta dos ganchos resort in brazil|tosh , himachal pradesh india|shelby gt500e eleanor|only rich people can afford this much nothing|mid day cappuccino.|misty morning at waterfall, japan ig truphotostravel|rimac's new electric hypercar can go 060 faster than it takes to read this headline|iceland|how a narwhal shops for doughnuts|merry christmas!|blue heron i shot from my kayak today|the horseshoe falls|frost flowers on the artic! these happen when the wet air and overlying cold air meet and form crystals|observatory in the rain|bird of red|a stare from the king|a puffin in britain once held a record 62 fish in its mouth at once|who wants some pupcorn? =)|amazing editing!|beer and pretzels guinness and chocolate cake with cream cheese frosting and homemade caramel|above golden clouds in lombok, indonesia!|lioness nuzzling it's tiny young cub|monument valley, arizona. taken at 2am from the balcony of our hotel room.|nepal|blue p1|drawing of my samoyed puppy|on our way back down, hampta pass, india|first miniature kit complete, made a mini office for my actual office|rokuon-ji, buddist temple in kyoto japan|modern-rustic home with a view of the blue ridge mountains|a volcanic great conjunction by francisco sojuel |abandoned institution.|coastal structure in malta|80km this afternoon, cool ride with this steel badboy !|komodo dragons|lago blu, italy  by michele d'amico.|best-ever burger buns!|official image of the yeezy 700 mnvn. is this the one, son?|lemon curd mousse dome with a shortbread cookie crust, topped with a white chocolate swirl!|a non-traditional wedding cake i made yesterday!|beautiful hydrangeas floating in water|enjoy the outdoors from indoors. amazing, mexican, forest, living room. moreincomments|villa design by www.zagrossaze.com|nature shot while hiking|romon gate, kyoto, japan|baragali track to nathiagali|not sure how it taste yet but whole orange spice cake with orange buttercream filling|autumn road|sunset over the palace of westminster|who do we fight wars for? a russian soldier playing an abandoned piano in chechnya|it can't get any better|my destination for the day.|would you believe me if i told you this was a phoenix graft? this is our club president's flying dragon juniper. one of my favorites by bonsaiko.|polar bear with her adorable cubs|a gorgeous reward for 10 miles|night time on the lake. boydton, virginia.|the pencil nebula|lake louise after playing pond hockey in january|lake district, uk. my favourite place in the world.|hawk's nest highway, by matthew cannon.|nmd transfers into hu|lonely cabin in the swiss alps|my most recent dog pencil art. meet cora ... she's a rescue.|thunderstorm from space|huggg me!|johnston canyon, alberta, canada.|a gorgeous day at dream lake, rocky mountain national park|aoraki, mount cook national park, new zealand|a wild saker falcon mother and her chicks high over the steppe of central mongolia|don't... even... breathe...|fighting for their place|moss green metallic porsche 911|infographic on queensland shark control program kill figures since 1962|rwb porsche|my latest oil painting. using this forced time off work to try to make art my full time thing.|got some fire for my birthday.|medicine lake , alberta|flaming steel wool on lake ontario|someone give me a snickers...  <usr>|981 porsche cayman gts|i hope crowd size inferiority complexes are not a thing.|pink skies at sunset in the alaska basin|horseshoe bend|taken during a trip to death valley. would appreciate any feedback !|due to the current situation in 2020, oceans are less crowded and getting cleaner, many turtles are now swimming closer to the shore in gili meno, indonesia|the what the? yeezy|golden hour in downtown boston|swiss mountains|sleek viper covered in dew.|a pair of przewalski's horses|taken on alta lake in whistler bc looking at whistler mountain.|photoshop brought me to sloth places|autumn.|glaciers in the distance reflecting off of lake mcdonald|thinks she's a cat mom for all our fosters|posting a photo from my travels every hour, i'll let you guys guess where it is, hour 2.|mr. steal yo stick|1973 nasa art visualizing pioneer probe using jupiter's gravity to slingshot towards outer planets.|a trio of burrowing owlet! by<usr>|iceland|dark chocolate and walnut cookies|lonely!|squat lobster from french polynesia|i finished painting the forest with oil and i want to share this with you all|golden symmetry|mk iv toyota supra|valley of the sun|wast water from scafell pike, lake district, england|autumn colors at multnomah falls in oregon.|simple house in woodstock, ny cantilevered above a pond.|winter sleep, jean-michel bihorel, digital 3d, 2020|great timing|editing this has been challenging.. any advice welcome ) maybe it's not the edit but the framing?|abandoned concrete central elevator. buffalo, ny|chad's elephant arch|thought this belonged here. credit u/2dogmoon|should i get these?|backpacking in the alaskan wilderness|intricate wood staircase|leo triplet  4/21/18|size? x adidas nmd invisible|asturias, spain|the lagoon and trifid nebulae|drew a friend's american kestrel|lines|a smaller compact design i finished up tonight! i truly love jewelry making.|m13- the great globular cluster in hercules|hello r/orchids! i was told you might want a look at my orchid you can't kill|isle of skye, scotland by blichb|hallstatt - the pearl of austria (x-post from /r/travel_hd|beautiful crimson tides along the banks of goulais river in northern ontario, canada.|i love the prunus spinosa at this time of the year. lots of beautiful whit flowers.|autumn colors at multnomah falls in oregon.|i made chocolate cupcakes with chocolate coffee ganache filling and coffee butter cream. i wanted to decorate with chocolate covered espresso beans but also didn't want to go to the store so instead i used tiny chocolate bars.|siwash rock, stanley park, vancouver, british columbia, canada|lake ritom, switzerland|plitvice lakes national park, croatia|smartphone photo took in hanoi, vietnam|the fox gaze|been a wedding photographer for over 14 years and finally got to photograph my own beautiful bride.|vaporwave deskmat|st. john's newfoundland|saya park / alvaro siza + carlos castanheira|phrynocephalus|oh canada.|squat lobster in all its colorful glory|probably the most lucky i have ever been while taking picture of birds.|siwash rock, stanley park, vancouver, british columbia, canada, instagram princerphoto|spacious and simple living space with floor to ceiling windows offering lakeshore views in houston, texas|i captured this a few years back at tipsoo lake, it was sure a beautiful night to be under the stars.|first trip out with nd filter for long exposure.|kootenay sunrise on portra 400|abandoned house near clatskanie, oregon|chill views of the indian ocean - house carbon / alexis dornier|yeezy november|arashiyama bamboo grove, japan|owl march|mclaren 570s spider quick snap|i almost died from fear while descending with 88kmh from gurnigelpass, switzerland|kitchen and living area features exposed brick and large, metal-framed windows in a home that was converted from a commercial garage located in darlinghurst, australia.|waterfall outside alesund, norway|beautiful yorkshire village|am in love with these cats|path behind a waterfall at seljalandsfoss, iceland|first jordans at 30. i can't stop staring.|hello again !! this was also at our socal event !|leopard|penguin colony|i interrupted a meeting|mammatus clouds during sunset after storm in lincoln, nebraska|went hiking there despite a thunderstorm warning. totally worth it! schlo neuschwanstein, bavaria, germany|east end of rundle, alberta, canada|the golden gate bridge through a gate.|blue ridge mountains, virginia|canadian rockies, british columbia and alberta, canada|waking up, yesterday morning in a forest in the netherlands|hiking in the lake district|this us what an empty 787 looks like|this is what an empty 787 looks like|bells rapids . western australiadavidashleyphotos.com|waited nearly an hour for people on their phones to get out of the way so i could get this long exposure... sunset at manhattan beach, ca|massive wooden ceiling under a lightwell in a cabin with autumn vistas of bigwin island, lake of bays, ontario, canada|historic gt1|bookstore in hangzhou, china|the ghost cave, iceland|a very tiny leafhopper nymph up-close|the woods|white lipped pit viper|working on my first guitar build from scratch... just finished the blue flame.|porsche boxster by bisimoto|hidden beach on the phi phi islands, thailand.|going hiking next month and i'd like to make another one of these with shots from the blue ridge mountains. just testing a little work in progress.|odd+ architects / quito tower|masterful jungle kitchen in bali.|hiking in glacier national park...how many waterfalls can you count?|blue kingfisher|a rather innocent looking seal with a freshly killed baby shark in its mouth|a view into albania|new balance 574 - 15 ounce canvas - black / brown|ant balancing the earth by analiza de guzman of the philippines.|glennallen, alaska|mister kiwi is ready for halloween! are you?|nanga parbat, pakistan|adding more plants to the living room  - alberta, canada|saturday haul! playing around with different flours|21km hike under the rain on slippy rocks and mud to finally gaze on this wonder berg lake at the bottom of mount robson, bc, canada|the fastest road-legal 911 that porsche has ever produced. there is no substitute.|cool house by ddm architectuur with a driveway that goes under the pond in antwerp, belgium|lemon bundt cake|parachinar khyber pakhtunkhwa, pakistan|this is my first time posting here... i'd appreciate any feedback on this!|was inspired by u/cornroom's post and made my own boo-rownies. happy halloween!|road in oahu, hawaii|the iconic stac pollaidh hill in scotland today|bethells beach, new zealand by aymeric colon|home is where the pine trees grow|magic valley - himalayas|porsche rwb anyone?|chasing waterfalls is always a good idea in switzerland.|one touch is all it takes|how is the post processing on this? is the picture too dark?|four nights of m31|oasis.|the three sisters, canmore, alberta, canada|took inspiration from the aj1 sbb post|breathtaking lunar eclipse capture over the mountains of east java, indonesia|tiny hands or giant feet?|a little love can do everything.|an empty boeing 787|the view from the lounging area at leobo private reserve|an ant drinking from a water drop|glacial lake near la grave, france|bathroom for the certain type of individual|misty mountains cold|lpu copping this grail was a bit overkill too|the bolivian salt flats are|reflection nebula ngc 2626 in a sea of hydrogen|mourne mountains, co down|solitude among the clouds - norwegian winter scenery|converted gymnasium of the former new york city police headquarter building in nolita, manhattan|nubian ibex|iceland cayon|rainbow panorama aros - aarhus|time exposure of soyuz tma-17m rocket launching from the baikonur cosmodrome in kazakhstan on thursday, july|so you like exposed brick? high barrel vaulted brick ceiling in a manhattan.|me when i found out i came in 1st place in a meme-art contest|one of lake michigans largest sailboats|seealpsee lake, switzerland|altai krai, russia|such a beautiful sunset the blue ridge mountains in north carolina|just gorgeous -|ellingwood point via south face, colorado, usa - winter camping and drone footage!|capturing is wondering they made nice flower and taken photography.|ac cobra shelby|markarian's chain|this morning a bird rode a wild horse. the horse has a face that looks like big bird from sesame street.|kingfisher|grazing rhinos|hagia sophia, istanbul|gull swarm|gull swarm|blue kingfisher|nbd - brother kepler disc - pedalroom in comments|my brother should be at clemson for college but started online classes this week instead. he's been a little down about it so i made a cake to celebrate his first week of college classes!|i kinda went overboard this week.|is this not an interesting view, then what could be!|mushroom photo by steve axford|fuji|monument valley, utah.|first hike of the year, sattel, switzerland ,|view across llyn padarn, north wales . is|the hidden beach, mexico|layer of floating fog in nainital, india.|charlotte, nc. 14mm|east end of rundle, alberta, canada|been feeling down on my luck these past few weeks. decided i would get my grail and today it arrived. we all gonna make it.|new to road bike! love my cervelo|i made a charlie brown cake and a halloween scene cake. i love them both. feedback would be nice if you have any. thanks|canyon land! ut|eiffel tower by gustave eiffel in paris, france|bird of the day-spotted owlets|a spectacular sunrise over christiansted on the island of st. croix in the us virgin islands. photo by len langevin|traver's valley, nelson lakes national park, new zealand|bolivian salt flats|recently copped those 2 beautiful pairs of boosts, can only keep one tho . need help deciding which one. love the white sole on multicolors, although grey ones seem more versatile. which would you keep?|ghent, belgium|crow. jinhao. roland daley sketch book.|passu, gilgit baltistan.|surfer at sunrise|osprey|so cute so beautiful|loch iel , victoria, australia|halloween cookies|shot my buddy's gt350|cork, ireland|smokey superior sunrise|at the us capitol right now.|first overnight white in awhile. so nice to see them all grown up.|downtown houston - wells fargo plaza|point atkinson lighthouse, vancouver, canada|luxury ultra modern interior design idea in private house|monte tamaro looking to the north|dolphin mid air|clymb abu dhabi|dtla overpass, los angeles|a male hoopoe|boo cupcakes!|selexyz dominicanen bookstore, maastricht, netherlands|the most endangered big cat - the amur leopard - has made an amazing comeback!|rainbow drip cake chocolate flavour with cookies n cream buttercream|soaring high into the urban landscape, the multi-story mural from pichiavo features their signature remix of ancient greek and roman sculptures with their love for graffiti|just sold my dream house, i'll miss my geek wall|the african kudu|after struggling to cop limited releases in sydney, casually found these sitting in the shelves of glasgow! a wee victory!|the three sisters, canmore, alberta, canada|forest light|moraine lake, alberta, canada by tiff penguin.|the road home|sakura|fury road, anyone have it in a higher resolution?|toketee falls, or|congregation of babies|the intense mood of this windy scottish landscape.|two zebras canoodling|palaon research and experience center - schoningen, germany|80crv2 stone washed with g-10 finishing up time for edges and sheath.|grandfathers mountain, nc. november 16.|the milky way over st. catherine's chapel, abbotsbury photographed by stephen banks|glacial gates, iceland|washed up shipwreck on the beach at an bun beag - donegal, ireland.|owl gliding really close on snow surface.|it's now summer here in panama city, panama|view from zabriskie point, death valley national park|elephant in tanzania|malciaussia lake|owl in flight|long exposure of lightning over a volcano in chile.|busan, south korea|zebras cluster together so predators can't tell how many there are and where they start and end. this was a lucky shot taken in the okavango delta, botswana, a few weeks ago.|in the middle of my hike, the sky was on fire! late for the sunrise from the top, but it was worth it anyway. dolomites, italy|chateau miranda belgium|the milky way is always out there and is home to every single thing we love about nature ... and it may contain billions of other habitable planets just like earth ... and it is just one of billions of galaxies spreading into the possibly infinite void of space.|street of kaohsiung in taiwan|yak|i made this graphic with curves in powerpoint|owl in flight|tenney park, madison, wisconsin|sunset from a prairie|snowstorm in the redwoods. califonia.|big bake day!|moon halo over abandoned house, north dakota|namib desert pillars from aerial view|i tried to capture a different angle of multnomah falls, or, where every picture looks exactly the same.|peering in from the corner of a snow-covered pond in massachusetts.|canadian rockies, british columbia and alberta, canada|waking up, yesterday morning in a forest in the netherlands|made tea today|the narrows, zion canyon|skyporn? waterporn? skyporn? somewhere in the middle of the ocean|finally picked up the pair that made me fall in love with the culture|the calm before the storm|tried to capture this moment of a couple during my vacation. does this seem like a simple snapshot? my goal was to capture the moment while i was passing by but still to artistically portray what was going on at the time.|our unbelievably-scenic camp from this weekend.|got greeted by a monkey when exiting one of the temples at ajanta caves, india|triple black ultraboost clima came early|a dulce de leche rum cake i made for a birthday... getting better at decorating|napali coast in kauai.|a row of tori gates on the fushimi inari hike in kyoto japan.|porth wen in north wales- something a little different|jasper national park, alberta, canada|grandfather mountain blue ridge parkway|i really like this new wheels|painting of sky in bremen, me, watercolours, 2020|ganges river dolphin|my hooman here comes your crush milka. act neutral girl. me|cheese burger|ultraboost triple white 3.0 custom mockup, thoughts?|this is qizai, the only brown panda known to exist. the name means the seventh son and he was found weak and neglected in a nature reserve in qingling mountains, china. he was brought to foping panda valley were he is doing very well and recently met a partner this year!|dead but still|more stairs|cheetah mother and her cub|lila lake, wa|cayman blue iguana|devil's bridge in germany|trying to create a dreamy photo|norther colorado milky way with wildfire glow|view of the milky way from deosai plane pakistandetail in the comments section.|a recent pour on my road to mastering latte art!|nike air vapormax digi camo|cozy nook, southland new zealand by peter smith|vermilion lakes, banff, alberta, canada|blackstone bay, alaska|r-34 skyline gtr at tuner evolution chicago|chameleon|dalmatian pelican|glowing forest mushrooms|my gf made this little guy, introducing cupthbert|green vine snake taken on iphone 6.|this is a joke right?|created a poster for my scifi webseries. just started getting into graphic design this weekend.|my first attempt at a charlotte royale|happy mclaren monday everyone! here is a 650s with some bosses wheels.|just discovered sea otters last night, extremely cute and entertaining to watch =)|white sands, new mexico|1958 bmw 507|got my first real pen, the machine era brass!|gurudongmar lake|using compression to show scale, would love your thoughts!|i love a dramatic sky|mountain road|northern light over the boreal forest of lapland|a simple airy wooden bathroom in a retreat overlooking peconic bay, long island, new york|manchester uk at sunset|and not enough|pyramids of platten, italy|kolkata , india|koenigsegg regera with aero package, us pre production model|made my first mousse layer cake today! chocolate and coffee caramel mousse.|1996 ferrari f50|found this guy in japan.|bedroom and bath with glass ceiling in carmel, california|sundried tomato and olive focaccia. eaten with balsamic and olive oil dip!|ferrari laferrari in greenwich, ct|i've been putting together tiny pieces of wood to make star wars characters. here's admiral ackbar|world otter day google doodle|a young large frogmouth peeking out of their mother's feathers|painted the reflections of broadway, nyc|colored this on happy color|hypselodoris tryoni by randi ang|the stunning beauty of iceland's highlands|the nanan patisserie in wroclaw, poland|approaching skellig michael in the fog|zietz mocca- grain silo turned art museum in cape town, za. architect thomas heatherwick. photo iwan baan.|observation point at zion national park. angel's landing is in the middle of the frame.|downtown toronto from the cn tower|golden hour views at bondi beach. people are finally socially distancing after last weekend's mess.|elephants at a waterhole|murdeshwar shiva temple, karnataka, india.|zenvo trs-s with active rear wing!|vermilion lakes, banff, alberta, canada|great blue heron catching his supper at esquimalt lagoon migratory bird sanctuary, bc, canada|suspension bridge in whistler|elephants at a waterhole|bioluminescent plankton on a beach in tasmania|i made a lychee macaron with popping pearls in the middle!|mosaic of the milky way off the coast of malta|a panorama of the bramante staircase in the vatican museum mindz.eye|the rugged beauty of iceland's highlands|giraffe and leopard on a misty morning in the african savanna, south africa|bestfriend forever|tignes, france|lake along icefield parkway alberta highway 93.|how are the light trails? fujifilm x100s, iso 250, f/5.seconds.|romantic painting if it were in 2020|while snowshoeing in the rockies i encountered this amazing looking mountain goat . i was very surprised as i first saw him. so stoked! writes photographer steffen egly.|talk about an eventful ride. i got hit head on by someone on another bike and saw a naked lady get arrested by 3 cops. i'm just happy with how far i've come in the past 1.5 months. from barely being able to do 5 miles to completing 36 feels good. hopefully there is a century in the close future.|valley of fire, nevada by <usr>|bruce banner's nissan gt-r r35|sunsets in switzerland|no filter needed at virje waterfall|shot on smartphone and edited on snapseed. any suggestions?|can anyone name what keyboard/case this is? i need it.|iron & bingsu|on the way to sunset.|the path less taken. thanks in advance critiquers!|moraine park autumn sunrise rmnp|grand teton national park, wyoming, united states|milky way over duder park in auckland, new zealand|sunset on the hawaiian volcano road - how to improve post?|sabbaday falls off the kancamagus in the new hampshire white mountains - oc|so i tried creating a surreal cityscape scene after learning photoshop for a while now. of course the sky is added in and i used a composite for the foreground and background,but was wondering how you guys felt about the scene as a whole, as it turned out close to what i envisioned|jasper national park, alberta, canada|m51 with dct|oof.|a fox cub exploring outside its den|a bryde's whale feeding. by doug perrine.|adidas 4d futurecraft / 2018|lion basking in the|camping in banff canada|bengal tiger in the snow|a darker themed acrylic painting i just finished in time for halloween!!|super proud of our cozy little balcony ((|the vinicunca rainbow mountain in cusco, peru. formed by layers of different colored sandstone and minerals compacting for millions of years.|pagani zonda r - do not touch!|mont saint michel|kittygorgon|secret beach, oregon has the best views|the great grey owl|sunsets in antarctica|sometimes we all just need a lemon poppy seed muffin in our life|sore thumb mountain|world's cutest smile!|norwegian mountains looking epic|toyota i-tril concept|retreat on the shores of lake st clair enjoying unobstructed views of cradle mountain-lake st clair national park, tasmania, australia|tokyo  4k|beagle yoga|grand teton national park, wyoming, united states|just thinking that it's so cool asics is dropping a shoe based on my country's national food.|stanley, idaho, united states|kjerag, norway|a thunderstorm at false kiva, utah, this photo was the second-place winner of the 2013 national geographic traveler photo contest.|clear skies in auckland city, new zealand.|sunset over castle lake and mount shasta in california|happy fox taking a nap|mount rainier national park|spencer lake, a pink lake in australia|multnomah falls, or.|protected porch, a patterened perogola on the mornington peninsula  derek swalwel|acacia alley, the netherlands|jesko absolut .. beauty|emerald tree boa at an expo last weekend. such an interesting combination of majestic and derpy.|chameleon|happy world elephant day!|san giorgio maggiore- venice, italy|unbelievable seascape of reynisdrangar cliffs in the atlantic ocean|a young black skimmer. the lines in the lower beak reduce drag when skimming|i made some sun and moon tarot earrings with pressed flowers!|m101 - pinwheel and surrounding galaxies|moved to philly!|expansive shower/tub combination opening onto central light shaft .|going for a nature walk.|rear shot i took of the porsche gt2rs at the l.a. auto show last year, a true gem.|family room with hanging fireplace|found a pretty lone tree in central oregon|the road to yosemite this thanksgiving|mount rainier national park|renovated living room with exposed brick fireplace|hong kong causeway bay|yosemite national park, california|gorgeous kitchen in a brick-clad industrial home  la ca|the matterhorn / cervino on the italian side of the alps|farnsworth house, plano, il - ludwig mies van der rohe|detroit style pizza from mai pai tiki im hamilton, on!|i took this image last spring in lake bou regrag sale, morocco.|it's been a regular choelepus party around here lately!|1963 chevrolet corvette split window|liberty walk 458|horsehead and flame from tucson az backyard|the sky above desolation wilderness, ca earlier this summer|secretary bird.|nature taking over a beautiful mansion in france|the 3 peaks of yorkshire which are ingleborough, whernside and pen-y-ghent|6th anniversary cake! vanilla funfetti cake, chocolate cream cheese frosting for the filling and vanilla buttercream on the outside|ronda is a mountaintop city in spain's malaga province that's set dramatically above a deep gorge.|ferrari gto at the 2017 pebble beach concours d'elegance|when those moments of complete tranquility defy description - such is every day life in montana . photo cred goes to eric matt.|late afternoon at cottonwood lake #3, john muir wilderness, ca|red lights|shrimp keepers - got bored and made a shrimp king food infographic|pingjiang homey wild luxury hotel / duoxiangjie architectural design|living room with exposed concrete|kharonaro mountain, stretches that divide forest from desert - mazandaran, iran|alaska railroad, anchorage-seward, early august|dallas skyline|sun setting in the middle of a canal in amsterdam|western north carolina. the crown jewel of the eastern us.|custom-made bookshelf with a spiral staircase in a chicago penthouse|spring season ......|first backpacking adventure. 3 days, 2 nights, 30ish km, and the majestic lake luellen.|angry hot chilli pepper|5 effective tips to innovate your digital grocery space|happy halloween, with murder cupcakes !|advantage of cameras shot via wifi.|the real lion king in serengeti national park, tanzania|a rare fogbow emerges over lake yamanakaa with mount fuji looming in the distance photo by shinichiro saka|fish running away from shark|just some simple rules for the newbies...|battle of the beasts|i just wanna spend my money.|i made some bagels.|cadair idris, snowdonia national park, wales|ultra boost mystery blue with ultra boost rc clear grey laces|vintage giving way to the modern, sydney.|pristine reflections in the alpine lakes wilderness, wa|1955 maserati 150s from the italian gathering in columbus ohio|foxes doing what foxes do.|tell me this isn't the most adorable thing you've ever seen in your entire stupid pointless life|cascade creek environment fern|craters of the moon national monument in idaho is home to beautiful dark night skies where the milky way is so bright it can cast a shadow|greta hollar amazing|domadalslei - the highlands of iceland photo by skarpheinn rainsson|japanese maple tree|my blood moon shot|found some natural hot springs in rural nevada.|rapa valley, sarek, sweden.... again|golden gate bridge. original content.|jupiter burning bright d850 - 20mm|longest ride yet. next time i will bring a snack. weather was nice however did get some rain.|first attempt at a long exposure waterfall shot on my new nikon d3500 dslr|36oz bone-in ribeye|a crested eagle tangled up with a snake in battle|porsche 911 rsr|arrr!|i know i'm small, but i know i'm strong|this bison in -30 degrees fahrenheit weather in yellowstone|i've posted mechazilla, now meet its contender. the og zilla! still think the amg is better?   <usr>|the bubble nebula|tosh - himachal pradesh , india|some modern porsche 991.1 turbo love|this battle between two green iguanas. two check in, only one checks out.|my golden boy sebastian. he's 8 1/2 weeks old|rustic dining space and kitchen with exposed rafter ceilings and a skylight, tapalpa, jalisco state, mexico|kulebiak - polish christmas bread stuffed with sauerkraut & wild mushrooms|gt2rs hiding in the shop of my local dealership|starry night. a hippopotamus protecting the carcass of a fallen hippo he fought with and fatally wounded, from a hungry pride of lions. actions like these make you wonder if animals show true compassion and guilt just like humans.|chocolate bread|hairy pupper|this statue|my 16 year old son snarfed 4 of these at dinner and i just saw him take another 2 for a bedtime snack. i think soft pretzel rolls are a success!|i kept an eye on your cool pool bin while you were on holiday!!|went on a camping trip last weekend in hong kong. the seaside view was amazing!|beautiful view|the andromeda galaxy|kananaskis country, alberta canada|the milky way in zion national park is beautiful and provides a perfect spot for camping under the stars.|austrian mountains and some good food.|bear cake, who love it?|giraffes on the dusty plain|snow covered tree in finland|fishing.|this dog is|this buck chillin' in the woods|mount pulag - philippines|pingjiang homey wild luxury hotel / duoxiangjie architectural design|milky way edit  continental divide|absolutely stunning slot canyons; kanarra creek canyon, utah|here is a tattoo design i made for a friend, based on her cat.|edinburgh museum|pretty proud of this 1yr drip improvement! having only baked three drip cakes in between i'm pretty pleased|rowena crest viewpoint, oregon|a hunduran white bad|bedroom overlooking the ocean in malibu|the comfiest sneaker ever?|walking around artists palette in death valley national park|orange eyed catto.|gloucester cathedral cloister|summer skies over clearwater beach, fl|not technically outdoors but i just wanted to say bye bye early to 2018 and wave hello to 2019 with this little guy. hope you all have a good one wherever you are! x|cheesecake keto fat bombs|how would you improve this image?|live every week like it's shark week|minimalist bathroom/wet room of the nakahouse in la x-post from /r/minimalism|spacious loft living area|western north carolina at the height of autumn.|siwa oasis, egypt|i'm getting great results with my new sourdough culture!|elk island panorama. critiques welcome|my top 5 pickups of 2016|this is pretty damn cool man|we walk this road|lounging leopard|hillside paradise, pacific palisades|does it get any better?|meeting their idol.|jaguars once once roamed broadly from central argentina all the way up to the southwestern united states. since the 1880s, they've lost more than half their territory. their main stronghold today is the amazon basin, though they still exist in smaller numbers through central america as well.|my attempt at the milky way, maroon bells co|a lone jagged spire reaching for the atmosphere. british columbia, canada|gray reef sharks hunting in a pack|my 17' wrangler|longest ride i've ever done|pesto braids this saturday|autumn colors in the columbia river gorge, oregon.|stunning waterfall. russia. photo by yaroslavl shuraev|dorcas gazelles rock climbing in timna valley, israel|bhutan tigers nest|beautiful view|yea or nay? we're kind of digging it.|red velvet - the first one i made myself! and i need more )|wider or tighter crop? not sure if i like the busier background|aurora season in iceland|biblioteca nacional argentina|waiting for the right train  ponte della maddalena, italy|saw an ad to have your cats face photoshopped on an astronaut. i'm very pleased.|what to change to get this shot right next time?|the majestic himalayas|thats what it looks like in one of the tunnels under the house of representatives in berlin|deer walking through the bushes|mercedes amg gts|jupiter burning bright d850 - 20mm|a freshwater stingray's skeleton|}\"]\n","\n","\n","//#-----#\n"]}]}]}